female players'dataAnalysis
NO COMPARISON TARGET
368
ROWS
0
DUPLICATES
639.0 kb
RAM
54
FEATURES
11
CATEGORICAL
37
NUMERICAL
6
TEXT
2.1.0
Get updates, docs & report issues here

Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
Name
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
368
(100%)
1
<1%
-
-
Risa Shimizu
1
<1%
-
-
Mackenzie Arnold
1
<1%
-
-
Mallory Pugh
1
<1%
-
-
Mayu Ikejiri
1
<1%
-
-
Zhai Qingwei
1
<1%
-
-
Danique Kerkdijk
1
<1%
-
-
Gu Yasha
361
98%
-
-
(Other)
2
tname
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
368
(100%)
1
<1%
-
-
లినెత్ బీరెన్ స్టెయిన్
1
<1%
-
-
మన ఇవాబుచీ
1
<1%
-
-
ఫియోనా బ్రౌన్
1
<1%
-
-
జో టోకాండిన్స్
1
<1%
-
-
జెనిఫర్ మార్జ్సన్
1
<1%
-
-
టెరే అబెల్లెయిరా
1
<1%
-
-
మేరీ కాటోటో
361
98%
-
-
(Other)
3
Nation
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
16
(4%)
4
tnation
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
17
(5%)
5
Height
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
31
(8%)
6
Weight
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
31
(8%)
7
preferred_foot
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
8
tpreferred_foot
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
9
dob
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
336
(91%)
9
2%
-
-
February 29, 1992
9
2%
-
-
February 29, 1988
5
1%
-
-
February 29, 1984
2
<1%
-
-
September 19, 1992
2
<1%
-
-
April 29, 1998
2
<1%
-
-
August 26, 1995
2
<1%
-
-
October 2, 1992
337
92%
-
-
(Other)
10
tdob
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
336
(91%)
9
2%
-
-
ఫిబ్రవరి 29, 1988
9
2%
-
-
ఫిబ్రవరి 29, 1992
5
1%
-
-
ఫిబ్రవరి 29, 1984
2
<1%
-
-
జనవరి 21, 1995
2
<1%
-
-
మార్చి 31, 1995
2
<1%
-
-
ఏప్రిల్ 29, 1998
2
<1%
-
-
ఏప్రిల్ 6, 1992
337
92%
-
-
(Other)
11
age
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
21
(6%)
ZEROES:
---
MAX
38.0
95%
35.0
Q3
30.0
AVG
27.5
MEDIAN
27.0
Q1
25.0
5%
21.0
MIN
18.0
RANGE
20.0
IQR
5.00
STD
4.08
VAR
16.7
KURT.
-0.174
SKEW
0.267
SUM
10,128
12
positions
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
117
(32%)
45
12%
-
-
GK
39
11%
-
-
CB
26
7%
-
-
ST
12
3%
-
-
CDMCM
12
3%
-
-
LB
11
3%
-
-
CMCDM
10
3%
-
-
RB
213
58%
-
-
(Other)
13
positions1
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
88
(24%)
14
tpositions1
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
88
(24%)
15
position
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
25
(7%)
16
position1
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
25
(7%)
17
tposition1
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
25
(7%)
18
kit_no
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
27
(7%)
ZEROES:
---
MAX
98.0
95%
23.0
Q3
18.0
AVG
12.5
MEDIAN
12.0
Q1
6.0
5%
2.0
MIN
1.0
RANGE
97.0
IQR
12.0
STD
9.18
VAR
84.3
KURT.
38.2
SKEW
4.28
SUM
4,608
19
ball_control
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
65
(18%)
ZEROES:
---
MAX
94.0
95%
87.6
Q3
79.0
MEDIAN
75.0
AVG
68.1
Q1
66.0
5%
17.0
MIN
9.0
RANGE
85.0
IQR
13.0
STD
20.1
VAR
405
KURT.
2.11
SKEW
-1.76
SUM
25,076
20
driblling
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
77
(21%)
ZEROES:
---
MAX
95.0
95%
87.0
Q3
78.0
MEDIAN
72.0
AVG
63.4
Q1
57.0
5%
13.0
MIN
5.0
RANGE
90.0
IQR
21.0
STD
22.7
VAR
515
KURT.
0.440
SKEW
-1.27
SUM
23,337
21
marking
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
82
(22%)
ZEROES:
---
MAX
94.0
95%
84.0
Q3
75.2
MEDIAN
60.5
AVG
52.1
Q1
26.8
5%
12.0
MIN
5.0
RANGE
89.0
IQR
48.5
STD
25.7
VAR
662
KURT.
-1.38
SKEW
-0.337
SUM
19,188
22
stand_tackle
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
79
(21%)
ZEROES:
---
MAX
90.0
95%
84.0
Q3
74.0
MEDIAN
55.5
AVG
50.1
Q1
23.0
5%
12.0
MIN
10.0
RANGE
80.0
IQR
51.0
STD
26.0
VAR
675
KURT.
-1.54
SKEW
-0.168
SUM
18,441
23
slide_tackle
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
79
(21%)
ZEROES:
---
MAX
92.0
95%
84.0
Q3
76.0
MEDIAN
62.0
AVG
52.9
Q1
25.0
5%
12.0
MIN
9.0
RANGE
83.0
IQR
51.0
STD
26.5
VAR
703
KURT.
-1.50
SKEW
-0.313
SUM
19,472
24
agression
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
75
(20%)
ZEROES:
---
MAX
92.0
95%
84.0
Q3
73.2
MEDIAN
59.0
AVG
56.2
Q1
39.0
5%
22.0
MIN
15.0
RANGE
77.0
IQR
34.2
STD
20.4
VAR
417
KURT.
-1.03
SKEW
-0.339
SUM
20,670
25
reactions
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
42
(11%)
ZEROES:
---
MAX
93.0
95%
86.0
Q3
80.0
MEDIAN
76.0
AVG
74.7
Q1
70.0
5%
61.0
MIN
38.0
RANGE
55.0
IQR
10.0
STD
7.94
VAR
63.1
KURT.
2.42
SKEW
-0.912
SUM
27,484
26
att_position
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
80
(22%)
ZEROES:
---
MAX
95.0
95%
86.0
Q3
77.0
MEDIAN
68.0
AVG
58.6
Q1
44.0
5%
10.0
MIN
4.0
RANGE
91.0
IQR
33.0
STD
24.7
VAR
612
KURT.
-0.596
SKEW
-0.853
SUM
21,566
27
Interception
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
80
(22%)
ZEROES:
---
MAX
90.0
95%
83.6
Q3
75.0
MEDIAN
62.0
AVG
52.4
Q1
24.0
5%
12.0
MIN
6.0
RANGE
84.0
IQR
51.0
STD
26.0
VAR
676
KURT.
-1.47
SKEW
-0.340
SUM
19,269
28
vision
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
74
(20%)
ZEROES:
---
MAX
92.0
95%
84.6
Q3
75.0
MEDIAN
65.0
AVG
60.7
Q1
48.0
5%
28.0
MIN
13.0
RANGE
79.0
IQR
27.0
STD
18.0
VAR
324
KURT.
-0.468
SKEW
-0.613
SUM
22,340
29
composure
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
64
(17%)
ZEROES:
---
MAX
95.0
95%
85.0
Q3
77.0
MEDIAN
70.0
AVG
67.0
Q1
60.0
5%
33.4
MIN
11.0
RANGE
84.0
IQR
17.0
STD
14.6
VAR
213
KURT.
1.71
SKEW
-1.14
SUM
24,674
30
crossing
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
78
(21%)
ZEROES:
---
MAX
94.0
95%
83.6
Q3
75.0
MEDIAN
66.0
AVG
58.8
Q1
45.0
5%
14.0
MIN
8.0
RANGE
86.0
IQR
30.0
STD
22.0
VAR
484
KURT.
-0.406
SKEW
-0.850
SUM
21,651
31
short_pass
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
64
(17%)
ZEROES:
---
MAX
93.0
95%
87.0
Q3
79.0
MEDIAN
74.0
AVG
68.3
Q1
67.0
5%
23.4
MIN
11.0
RANGE
82.0
IQR
12.0
STD
18.0
VAR
323
KURT.
1.79
SKEW
-1.62
SUM
25,144
32
long_pass
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
72
(20%)
ZEROES:
---
MAX
92.0
95%
83.0
Q3
75.2
MEDIAN
67.0
AVG
61.4
Q1
51.0
5%
21.4
MIN
16.0
RANGE
76.0
IQR
24.2
STD
18.6
VAR
347
KURT.
-0.015
SKEW
-0.947
SUM
22,607
33
acceleration
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
69
(19%)
ZEROES:
---
MAX
95.0
95%
88.0
Q3
80.0
MEDIAN
73.0
AVG
69.4
Q1
64.0
5%
30.0
MIN
15.0
RANGE
80.0
IQR
16.0
STD
16.6
VAR
275
KURT.
1.48
SKEW
-1.32
SUM
25,525
34
stamina
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
65
(18%)
ZEROES:
---
MAX
94.0
95%
87.0
Q3
79.0
MEDIAN
73.0
AVG
69.3
Q1
64.0
5%
32.0
MIN
16.0
RANGE
78.0
IQR
15.0
STD
15.6
VAR
245
KURT.
1.88
SKEW
-1.44
SUM
25,493
35
strength
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
64
(17%)
ZEROES:
---
MAX
94.0
95%
86.0
Q3
75.0
MEDIAN
67.0
AVG
64.8
Q1
55.0
5%
37.0
MIN
23.0
RANGE
71.0
IQR
20.0
STD
14.5
VAR
209
KURT.
-0.117
SKEW
-0.526
SUM
23,853
36
balance
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
56
(15%)
ZEROES:
---
MAX
98.0
95%
90.0
Q3
81.0
MEDIAN
75.0
AVG
73.2
Q1
68.0
5%
46.0
MIN
32.0
RANGE
66.0
IQR
13.0
STD
12.3
VAR
152
KURT.
0.550
SKEW
-0.871
SUM
26,929
37
sprint_speed
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
70
(19%)
ZEROES:
---
MAX
95.0
95%
88.0
Q3
80.0
MEDIAN
74.0
AVG
70.0
Q1
66.0
5%
31.0
MIN
16.0
RANGE
79.0
IQR
14.0
STD
15.7
VAR
247
KURT.
2.10
SKEW
-1.48
SUM
25,742
38
agility
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
64
(17%)
ZEROES:
---
MAX
93.0
95%
86.0
Q3
75.2
MEDIAN
68.0
AVG
66.0
Q1
58.0
5%
39.0
MIN
21.0
RANGE
72.0
IQR
17.2
STD
14.0
VAR
195
KURT.
0.465
SKEW
-0.717
SUM
24,284
39
jumping
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
49
(13%)
ZEROES:
---
MAX
94.0
95%
83.0
Q3
73.0
MEDIAN
67.0
AVG
66.5
Q1
60.0
5%
50.0
MIN
34.0
RANGE
60.0
IQR
13.0
STD
9.66
VAR
93.2
KURT.
-0.008
SKEW
-0.050
SUM
24,479
40
heading
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
78
(21%)
ZEROES:
---
MAX
94.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
59.5
Q1
48.0
5%
14.0
MIN
8.0
RANGE
86.0
IQR
26.0
STD
20.9
VAR
438
KURT.
0.134
SKEW
-1.01
SUM
21,906
41
shot_power
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
63
(17%)
ZEROES:
---
MAX
92.0
95%
84.6
Q3
75.0
MEDIAN
67.0
AVG
63.9
Q1
54.0
5%
37.4
MIN
21.0
RANGE
71.0
IQR
21.0
STD
14.3
VAR
205
KURT.
-0.503
SKEW
-0.414
SUM
23,526
42
finishing
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
84
(23%)
ZEROES:
---
MAX
95.0
95%
85.0
Q3
77.0
MEDIAN
65.5
AVG
55.6
Q1
32.8
5%
10.4
MIN
5.0
RANGE
90.0
IQR
44.2
STD
25.4
VAR
645
KURT.
-1.12
SKEW
-0.541
SUM
20,474
43
long_shots
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
83
(23%)
ZEROES:
---
MAX
92.0
95%
84.0
Q3
74.0
MEDIAN
65.0
AVG
55.5
Q1
35.0
5%
10.7
MIN
5.0
RANGE
87.0
IQR
39.0
STD
23.7
VAR
560
KURT.
-0.868
SKEW
-0.662
SUM
20,419
44
curve
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
81
(22%)
ZEROES:
---
MAX
93.0
95%
81.0
Q3
70.0
MEDIAN
58.0
AVG
52.2
Q1
34.8
5%
13.0
MIN
10.0
RANGE
83.0
IQR
35.2
STD
21.7
VAR
472
KURT.
-0.969
SKEW
-0.390
SUM
19,213
45
fk_acc
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
76
(21%)
ZEROES:
---
MAX
94.0
95%
78.0
Q3
65.0
MEDIAN
51.5
AVG
49.6
Q1
35.8
5%
13.0
MIN
10.0
RANGE
84.0
IQR
29.2
STD
19.7
VAR
388
KURT.
-0.727
SKEW
-0.246
SUM
18,262
46
penalities
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
79
(21%)
ZEROES:
---
MAX
93.0
95%
80.6
Q3
71.0
MEDIAN
59.0
AVG
56.7
Q1
46.0
5%
17.4
MIN
10.0
RANGE
83.0
IQR
25.0
STD
18.3
VAR
333
KURT.
-0.102
SKEW
-0.647
SUM
20,876
47
volleys
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
84
(23%)
ZEROES:
---
MAX
90.0
95%
79.0
Q3
67.0
MEDIAN
49.0
AVG
47.5
Q1
28.0
5%
10.4
MIN
5.0
RANGE
85.0
IQR
39.0
STD
22.6
VAR
510
KURT.
-1.16
SKEW
-0.192
SUM
17,465
48
GK_Positioning
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
34
(9%)
ZEROES:
---
MAX
89.0
95%
75.0
Q3
15.0
AVG
19.1
MEDIAN
12.0
Q1
9.0
5%
6.0
MIN
5.0
RANGE
84.0
IQR
6.00
STD
21.3
VAR
453
KURT.
3.39
SKEW
2.26
SUM
7,011
49
GK_Diving
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
34
(9%)
ZEROES:
---
MAX
88.0
95%
78.6
Q3
15.0
AVG
19.4
MEDIAN
12.0
Q1
9.0
5%
7.0
MIN
5.0
RANGE
83.0
IQR
6.00
STD
21.7
VAR
469
KURT.
3.45
SKEW
2.28
SUM
7,136
50
GK_Handling
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
33
(9%)
ZEROES:
---
MAX
90.0
95%
76.0
Q3
15.0
AVG
19.2
MEDIAN
12.0
Q1
9.0
5%
6.4
MIN
5.0
RANGE
85.0
IQR
6.00
STD
21.1
VAR
444
KURT.
3.46
SKEW
2.27
SUM
7,064
51
GK_Kicking
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
33
(9%)
ZEROES:
---
MAX
92.0
95%
75.0
Q3
15.0
AVG
19.1
MEDIAN
12.0
Q1
9.0
5%
7.0
MIN
5.0
RANGE
87.0
IQR
6.00
STD
20.8
VAR
431
KURT.
3.44
SKEW
2.26
SUM
7,045
52
GK_Reflexes
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
30
(8%)
ZEROES:
---
MAX
90.0
95%
79.0
Q3
15.0
AVG
19.6
MEDIAN
12.0
Q1
9.0
5%
6.4
MIN
5.0
RANGE
85.0
IQR
6.00
STD
22.2
VAR
495
KURT.
3.38
SKEW
2.26
SUM
7,200
53
sid
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
368
(100%)
ZEROES:
---
MAX
368
95%
350
Q3
276
MEDIAN
184
AVG
184
Q1
93
5%
19
MIN
1
RANGE
367
IQR
184
STD
106
VAR
11,316
KURT.
-1.20
SKEW
0.00
SUM
67,896
54
url
VALUES:
368
(100%)
MISSING:
---
DISTINCT:
255
(69%)
108
29%
-
-
1
2
<1%
-
-
File:Tierna Davidson & Nikita Parris 2019 SheBelieves Cup.jpg
2
<1%
-
-
File:Emily Sonnett & Stina Blackstenius.jpg
2
<1%
-
-
File:Tobin Heath (49386860073).jpg
2
<1%
-
-
File:Emily Gielnik 20190915.jpg
2
<1%
-
-
File:Christie Murray and Lizzie Arnot.jpg
2
<1%
-
-
File:Crystal Dunn, Yao Wei and Lin Yuping.jpg
248
67%
-
-
(Other)
Associations
[Only including dataset "female players'dataAnalysis"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Name
MISSING:
---
1
<1%
-
-
Risa Shimizu
1
<1%
-
-
Mackenzie Arnold
1
<1%
-
-
Mallory Pugh
1
<1%
-
-
Mayu Ikejiri
1
<1%
-
-
Zhai Qingwei
1
<1%
-
-
Danique Kerkdijk
1
<1%
-
-
Gu Yasha
1
<1%
-
-
Emily Gielnik
1
<1%
-
-
Fridolina Rolfö
1
<1%
-
-
Victoria Pelova
1
<1%
-
-
Kathrin Hendrich
1
<1%
-
-
Maegan Kelly
1
<1%
-
-
Keira Walsh
1
<1%
-
-
Janine Beckie
1
<1%
-
-
Ali Riley
1
<1%
-
-
Kenti Robles
1
<1%
-
-
Diana García
1
<1%
-
-
Emily van Egmond
1
<1%
-
-
Jill Roord
1
<1%
-
-
Lucía García
1
<1%
-
-
Amanda Sampedro
1
<1%
-
-
Elise Kellond-Knight
1
<1%
-
-
Stefanie van der Gragt
1
<1%
-
-
Palomy Bastos
1
<1%
-
-
Crystal Dunn
1
<1%
-
-
Adrianna Franch
1
<1%
-
-
Amanda Ilestedt
1
<1%
-
-
Tobin Heath
1
<1%
-
-
Chloe Kelly
1
<1%
-
-
Sophie Howard
1
<1%
-
-
Emelyne Laurent
1
<1%
-
-
Millie Bright
1
<1%
-
-
Alexia Putellas
1
<1%
-
-
Sjoeke Nüsken
1
<1%
-
-
Ivana Andrés
1
<1%
-
-
Rosie White
1
<1%
-
-
Wendie Renard
1
<1%
-
-
Vivianne Miedema
1
<1%
-
-
Maren Mjelde
1
<1%
-
-
Becky Redela
1
<1%
-
-
Marisa van der Meer
1
<1%
-
-
Demi Stokes
1
<1%
-
-
Niccole Cintra
1
<1%
-
-
Kailen Sheridan
1
<1%
-
-
Lindsey Horan
1
<1%
-
-
Caroline Weir
1
<1%
-
-
Rose Lavelle
1
<1%
-
-
Kadidiatou Diani
1
<1%
-
-
Montserrat Hernández
1
<1%
-
-
Sophie Schmidt
1
<1%
-
-
Lindsay Agnew
1
<1%
-
-
Andi Sullivan
1
<1%
-
-
Bethany England
1
<1%
-
-
Georgia Stanway
1
<1%
-
-
Alicia Cervantes
1
<1%
-
-
Synne Jensen
1
<1%
-
-
Lieke Martens
1
<1%
-
-
Emanuelly Barni
1
<1%
-
-
Marion Torrent
1
<1%
-
-
Steph Skilton
308
84%
-
-
(Other)
tname
MISSING:
---
1
<1%
-
-
లినెత్ బీరెన్ స్టెయిన్
1
<1%
-
-
మన ఇవాబుచీ
1
<1%
-
-
ఫియోనా బ్రౌన్
1
<1%
-
-
జో టోకాండిన్స్
1
<1%
-
-
జెనిఫర్ మార్జ్సన్
1
<1%
-
-
టెరే అబెల్లెయిరా
1
<1%
-
-
మేరీ కాటోటో
1
<1%
-
-
లిడియా విలియమ్స్
1
<1%
-
-
అనియెక్ నౌవెన్
1
<1%
-
-
జోడీ టేలర్
1
<1%
-
-
జాకీ గ్రోనెన్
1
<1%
-
-
సిసిలియా శాంటియాగో
1
<1%
-
-
సోఫియా జాకోబ్సన్
1
<1%
-
-
సారా డెబ్రిట్జ్
1
<1%
-
-
గురో పెట్టర్సెన్
1
<1%
-
-
సాండ్రా స్టార్కే
1
<1%
-
-
పైజ్ సాట్చెల్
1
<1%
-
-
లిసా ఎవాన్స్
1
<1%
-
-
మారెన్ మ్జెల్డే
1
<1%
-
-
బెక్కి రెడెలా
1
<1%
-
-
జండిన్హా కెనెడీ
1
<1%
-
-
అన్నాలీ లాంగో
1
<1%
-
-
మరియా థోరిస్డోటిర్
1
<1%
-
-
రోజ్ లావెల్లే
1
<1%
-
-
ఫ్రిడా ఎల్. మానుమ్
1
<1%
-
-
శారీ వాన్ వీనెండాల్
1
<1%
-
-
క్లారా బోహ్ల్
1
<1%
-
-
అలెగ్జాండ్రా పాప్
1
<1%
-
-
బియాంకా సియెర్రా
1
<1%
-
-
సెసిల్ సెండెలా
1
<1%
-
-
మారియానా
1
<1%
-
-
కరోలిన్ గ్రాహం హాన్సెన్
1
<1%
-
-
కాట్టి మార్టినెజ్
1
<1%
-
-
నహీకారీ
1
<1%
-
-
అలెక్స్ మోర్గాన్
1
<1%
-
-
ఆయక యమషిత
1
<1%
-
-
మిసా
1
<1%
-
-
కేసీ షార్ట్
1
<1%
-
-
క్లో కెల్లీ
1
<1%
-
-
ఫాబియెన్ డోండస్
1
<1%
-
-
సిజె బాట్
1
<1%
-
-
సారా బౌహడ్డీ
1
<1%
-
-
బెక్కి సౌడెరా
1
<1%
-
-
లానా క్లెల్లాండ్
1
<1%
-
-
షానన్ లిన్
1
<1%
-
-
లిన్ విల్మ్స్
1
<1%
-
-
లిసా-మేరీ ఉత్లాండ్
1
<1%
-
-
మోకా మినామి
1
<1%
-
-
ఓలేమాటా సార్
1
<1%
-
-
రికాకో కొబయాషి
1
<1%
-
-
కరీనా సావిక్
1
<1%
-
-
ఎమ్మా కేట్
1
<1%
-
-
మోనికా ఫ్లోరెస్
1
<1%
-
-
వాంగ్ షువాంగ్
1
<1%
-
-
డానియేలా ఎస్పినోసా
1
<1%
-
-
హన్నా గ్లాస్
1
<1%
-
-
డెమీ స్టోక్స్
1
<1%
-
-
లీలా ఔహాబీ
1
<1%
-
-
మాయు ఇకేజిరి
1
<1%
-
-
అమాలీ ఐకెలాండ్
308
84%
-
-
(Other)
Nation
MISSING:
---
TOP CATEGORIES

New Zealand
23
6%
Australia
23
6%
Brazil
23
6%
France
23
6%
Norway
23
6%
Sweden
23
6%
China PR
23
6%
England
23
6%
Scotland
23
6%
Netherlands
23
6%
Japan
23
6%
United States
23
6%
Canada
23
6%
Spain
23
6%
Mexico
23
6%
Germany
23
6%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Nation
PROVIDES INFORMATION ON...

tnation
1.00
positions1
0.28
tpositions1
0.28
Height
0.22
Weight
0.18
position
0.12
position1
0.12
tposition1
0.12
preferred_foot
0.05
tpreferred_foot
0.05

THESE FEATURES
GIVE INFORMATION
ON Nation:

tnation
1.00
positions1
0.38
tpositions1
0.38
Height
0.25
Weight
0.20
position
0.09
position1
0.09
tposition1
0.09
preferred_foot
0.01
tpreferred_foot
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Nation
CORRELATION RATIO WITH...

reactions
0.53
age
0.47
strength
0.34
composure
0.33
agression
0.29
shot_power
0.28
sid
0.27
long_pass
0.25
jumping
0.24
penalities
0.23
balance
0.22
curve
0.21
volleys
0.21
fk_acc
0.21
tnation
MISSING:
---
TOP CATEGORIES

కెనడా
23
6%
చైనా పి ఆర్
23
6%
నెదర్లాండ్స్
23
6%
మెక్సికో
23
6%
బ్రెజిల్
23
6%
యునైటెడ్ స్టేట్స్
23
6%
స్కాట్లాండ్
23
6%
జపాన్
23
6%
నార్వే
23
6%
స్వీడన్
23
6%
ఇంగ్లాండ్
23
6%
ఫ్రాన్స్
23
6%
స్పెయిన్
23
6%
జర్మనీ
23
6%
న్యూజిలాండ్
23
6%
ఆస్ట్రేలియా
22
6%
ఆస్ట్రేలియా
1
<1%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
tnation
PROVIDES INFORMATION ON...

Nation
1.00
positions1
0.29
tpositions1
0.29
Height
0.22
Weight
0.19
position
0.12
position1
0.12
tposition1
0.12
preferred_foot
0.05
tpreferred_foot
0.05

THESE FEATURES
GIVE INFORMATION
ON tnation:

Nation
1.00
positions1
0.38
tpositions1
0.38
Height
0.25
Weight
0.21
position
0.09
position1
0.09
tposition1
0.09
preferred_foot
0.01
tpreferred_foot
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
tnation
CORRELATION RATIO WITH...

reactions
0.53
age
0.48
strength
0.34
composure
0.33
agression
0.30
shot_power
0.29
sid
0.28
jumping
0.25
long_pass
0.25
penalities
0.23
balance
0.22
curve
0.21
fk_acc
0.21
volleys
0.21
Height
MISSING:
---
TOP CATEGORIES

165 cm
34
9%
170 cm
33
9%
173 cm
23
6%
175 cm
23
6%
160 cm
20
5%
164 cm
20
5%
172 cm
19
5%
168 cm
19
5%
163 cm
18
5%
174 cm
17
5%
166 cm
17
5%
171 cm
16
4%
167 cm
12
3%
169 cm
11
3%
161 cm
10
3%
162 cm
9
2%
158 cm
8
2%
(Other)
59
16%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Height
PROVIDES INFORMATION ON...

positions1
0.40
tpositions1
0.40
Weight
0.33
position
0.30
position1
0.30
tposition1
0.30
tnation
0.25
Nation
0.25
preferred_foot
0.12
tpreferred_foot
0.12

THESE FEATURES
GIVE INFORMATION
ON Height:

positions1
0.47
tpositions1
0.47
Weight
0.33
tnation
0.22
Nation
0.22
position
0.20
position1
0.20
tposition1
0.20
preferred_foot
0.02
tpreferred_foot
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Height
CORRELATION RATIO WITH...

balance
0.65
strength
0.48
GK_Diving
0.47
agility
0.47
acceleration
0.47
GK_Positioning
0.47
GK_Reflexes
0.46
GK_Handling
0.46
GK_Kicking
0.45
sprint_speed
0.44
driblling
0.43
ball_control
0.43
crossing
0.41
short_pass
0.40
Weight
MISSING:
---
TOP CATEGORIES

60 kg
37
10%
65 kg
30
8%
58 kg
25
7%
55 kg
24
7%
59 kg
24
7%
63 kg
22
6%
62 kg
21
6%
64 kg
20
5%
67 kg
17
5%
56 kg
16
4%
68 kg
15
4%
57 kg
15
4%
53 kg
14
4%
61 kg
12
3%
70 kg
12
3%
66 kg
12
3%
54 kg
12
3%
(Other)
40
11%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Weight
PROVIDES INFORMATION ON...

positions1
0.36
tpositions1
0.36
Height
0.33
position
0.28
position1
0.28
tposition1
0.28
tnation
0.21
Nation
0.20
preferred_foot
0.08
tpreferred_foot
0.08

THESE FEATURES
GIVE INFORMATION
ON Weight:

positions1
0.43
tpositions1
0.43
Height
0.33
position
0.19
position1
0.19
tposition1
0.19
tnation
0.19
Nation
0.18
preferred_foot
0.01
tpreferred_foot
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Weight
CORRELATION RATIO WITH...

balance
0.56
agility
0.47
GK_Diving
0.46
GK_Reflexes
0.46
GK_Handling
0.46
GK_Positioning
0.45
GK_Kicking
0.45
acceleration
0.45
att_position
0.44
ball_control
0.44
sprint_speed
0.44
crossing
0.44
driblling
0.44
short_pass
0.42
preferred_foot
MISSING:
---
TOP CATEGORIES

Right
297
81%
Left
71
19%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
preferred_foot
PROVIDES INFORMATION ON...

tpreferred_foot
1.00
positions1
0.06
tpositions1
0.06
position
0.04
position1
0.04
tposition1
0.04
Height
0.02
Weight
0.01
tnation
0.01
Nation
0.01

THESE FEATURES
GIVE INFORMATION
ON preferred_foot:

tpreferred_foot
1.00
positions1
0.48
tpositions1
0.48
position
0.16
position1
0.16
tposition1
0.16
Height
0.12
Weight
0.08
tnation
0.05
Nation
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
preferred_foot
CORRELATION RATIO WITH...

crossing
0.17
jumping
0.12
strength
0.09
curve
0.08
fk_acc
0.08
agility
0.08
acceleration
0.08
GK_Diving
0.07
shot_power
0.07
balance
0.07
GK_Positioning
0.07
sid
0.07
stand_tackle
0.06
sprint_speed
0.06
tpreferred_foot
MISSING:
---
TOP CATEGORIES

కుడి
297
81%
ఎడమ
71
19%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
tpreferred_foot
PROVIDES INFORMATION ON...

preferred_foot
1.00
positions1
0.06
tpositions1
0.06
position
0.04
position1
0.04
tposition1
0.04
Height
0.02
Weight
0.01
tnation
0.01
Nation
0.01

THESE FEATURES
GIVE INFORMATION
ON tpreferred_foot:

preferred_foot
1.00
positions1
0.48
tpositions1
0.48
position
0.16
position1
0.16
tposition1
0.16
Height
0.12
Weight
0.08
tnation
0.05
Nation
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
tpreferred_foot
CORRELATION RATIO WITH...

crossing
0.17
jumping
0.12
strength
0.09
curve
0.08
fk_acc
0.08
agility
0.08
acceleration
0.08
GK_Diving
0.07
shot_power
0.07
balance
0.07
GK_Positioning
0.07
sid
0.07
stand_tackle
0.06
sprint_speed
0.06
dob
MISSING:
---
9
2%
-
-
February 29, 1992
9
2%
-
-
February 29, 1988
5
1%
-
-
February 29, 1984
2
<1%
-
-
September 19, 1992
2
<1%
-
-
April 29, 1998
2
<1%
-
-
August 26, 1995
2
<1%
-
-
October 2, 1992
2
<1%
-
-
September 23, 1991
2
<1%
-
-
September 18, 1989
2
<1%
-
-
April 17, 1992
2
<1%
-
-
February 1, 1989
2
<1%
-
-
January 21, 1995
2
<1%
-
-
March 31, 1995
2
<1%
-
-
March 16, 1995
2
<1%
-
-
April 6, 1992
1
<1%
-
-
July 16, 1999
1
<1%
-
-
July 13, 1999
1
<1%
-
-
December 16, 1992
1
<1%
-
-
July 7, 1987
1
<1%
-
-
April 15, 1994
1
<1%
-
-
March 27, 2002
1
<1%
-
-
July 20, 1990
1
<1%
-
-
August 23, 1990
1
<1%
-
-
December 6, 1985
1
<1%
-
-
June 7, 1999
1
<1%
-
-
July 1, 1991
1
<1%
-
-
July 13, 1995
1
<1%
-
-
August 20, 1994
1
<1%
-
-
October 27, 1994
1
<1%
-
-
February 4, 1994
1
<1%
-
-
December 7, 1989
1
<1%
-
-
August 30, 2001
1
<1%
-
-
January 25, 1993
1
<1%
-
-
January 30, 1992
1
<1%
-
-
October 14, 1992
1
<1%
-
-
May 23, 1992
1
<1%
-
-
May 9, 1995
1
<1%
-
-
September 28, 1989
1
<1%
-
-
September 5, 1994
1
<1%
-
-
January 17, 1995
1
<1%
-
-
May 18, 1989
1
<1%
-
-
April 28, 2000
1
<1%
-
-
February 28, 1992
1
<1%
-
-
December 1, 1995
1
<1%
-
-
August 4, 1988
1
<1%
-
-
January 25, 1989
1
<1%
-
-
December 5, 1995
1
<1%
-
-
September 24, 1996
1
<1%
-
-
July 31, 1991
1
<1%
-
-
January 31, 2002
1
<1%
-
-
November 14, 1996
1
<1%
-
-
April 9, 1994
1
<1%
-
-
March 8, 1994
1
<1%
-
-
May 6, 1991
1
<1%
-
-
January 15, 1998
1
<1%
-
-
October 28, 1991
1
<1%
-
-
August 6, 1996
1
<1%
-
-
December 31, 1996
1
<1%
-
-
August 4, 1990
1
<1%
-
-
December 12, 1991
276
75%
-
-
(Other)
tdob
MISSING:
---
9
2%
-
-
ఫిబ్రవరి 29, 1988
9
2%
-
-
ఫిబ్రవరి 29, 1992
5
1%
-
-
ఫిబ్రవరి 29, 1984
2
<1%
-
-
జనవరి 21, 1995
2
<1%
-
-
మార్చి 31, 1995
2
<1%
-
-
ఏప్రిల్ 29, 1998
2
<1%
-
-
ఏప్రిల్ 6, 1992
2
<1%
-
-
మార్చి 16, 1995
2
<1%
-
-
సెప్టెంబర్ 18, 1989
2
<1%
-
-
అక్టోబర్ 2, 1992
2
<1%
-
-
ఆగష్టు 26, 1995
2
<1%
-
-
ఏప్రిల్ 17, 1992
2
<1%
-
-
ఫిబ్రవరి 1, 1989
2
<1%
-
-
సెప్టెంబర్ 23, 1991
2
<1%
-
-
సెప్టెంబర్ 19, 1992
1
<1%
-
-
అక్టోబర్ 16, 2002
1
<1%
-
-
జూన్ 20, 1995
1
<1%
-
-
ఆగష్టు 7, 2000
1
<1%
-
-
ఏప్రిల్ 29, 1983
1
<1%
-
-
ఫిబ్రవరి 19, 1995
1
<1%
-
-
జూన్ 6, 1993
1
<1%
-
-
డిసెంబర్ 7, 1989
1
<1%
-
-
ఆగష్టు 30, 2001
1
<1%
-
-
అక్టోబర్ 17, 1986
1
<1%
-
-
నవంబర్ 1, 1998
1
<1%
-
-
మార్చి 6, 1991
1
<1%
-
-
జూన్ 3, 1999
1
<1%
-
-
జూన్ 3, 1994
1
<1%
-
-
మార్చి 1, 1998
1
<1%
-
-
సెప్టెంబర్ 17, 1993
1
<1%
-
-
అక్టోబర్ 14, 1992
1
<1%
-
-
అక్టోబర్ 19, 1985
1
<1%
-
-
జూలై 19, 1990
1
<1%
-
-
ఏప్రిల్ 9, 1994
1
<1%
-
-
మే 12, 1998
1
<1%
-
-
డిసెంబర్ 6, 1985
1
<1%
-
-
జూలై 5, 1985
1
<1%
-
-
ఫిబ్రవరి 15, 1995
1
<1%
-
-
మార్చి 9, 1999
1
<1%
-
-
మే 24, 2000
1
<1%
-
-
మే 6, 1991
1
<1%
-
-
నవంబర్ 25, 1993
1
<1%
-
-
జూలై 28, 1998
1
<1%
-
-
ఫిబ్రవరి 11, 1993
1
<1%
-
-
సెప్టెంబర్ 29, 1995
1
<1%
-
-
జూన్ 25, 1992
1
<1%
-
-
జనవరి 17, 1993
1
<1%
-
-
మార్చి 8, 1994
1
<1%
-
-
జూలై 28, 1984
1
<1%
-
-
జూలై 1, 1991
1
<1%
-
-
ఫిబ్రవరి 20, 1996
1
<1%
-
-
జూన్ 15, 1996
1
<1%
-
-
ఏప్రిల్ 28, 1994
1
<1%
-
-
జనవరి 15, 1998
1
<1%
-
-
మే 1, 1996
1
<1%
-
-
జూన్ 26, 1999
1
<1%
-
-
ఏప్రిల్ 6, 1991
1
<1%
-
-
ఫిబ్రవరి 25, 1994
1
<1%
-
-
జనవరి 22, 2001
1
<1%
-
-
ఫిబ్రవరి 11, 1998
276
75%
-
-
(Other)
age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

reactions
0.34
strength
0.23
agression
0.19
GK_Diving
0.15
GK_Reflexes
0.14
balance
-0.14
GK_Handling
0.14
GK_Kicking
0.13
acceleration
-0.13
GK_Positioning
0.13
jumping
0.13
composure
0.12
sprint_speed
-0.11
shot_power
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

tnation
0.48
Nation
0.47
positions1
0.43
tpositions1
0.43
Height
0.37
Weight
0.35
position
0.27
position1
0.27
tposition1
0.27
preferred_foot
0.01
tpreferred_foot
0.01
MOST FREQUENT VALUES

29
39
10.6%
25
38
10.3%
28
36
9.8%
26
36
9.8%
27
32
8.7%
30
27
7.3%
23
22
6.0%
24
22
6.0%
33
19
5.2%
31
18
4.9%
21
13
3.5%
32
13
3.5%
22
12
3.3%
37
7
1.9%
20
7
1.9%
SMALLEST VALUES

18
1
0.3%
19
5
1.4%
20
7
1.9%
21
13
3.5%
22
12
3.3%
23
22
6.0%
24
22
6.0%
25
38
10.3%
26
36
9.8%
27
32
8.7%
28
36
9.8%
29
39
10.6%
30
27
7.3%
31
18
4.9%
32
13
3.5%
LARGEST VALUES

38
3
0.8%
37
7
1.9%
36
6
1.6%
35
7
1.9%
34
5
1.4%
33
19
5.2%
32
13
3.5%
31
18
4.9%
30
27
7.3%
29
39
10.6%
28
36
9.8%
27
32
8.7%
26
36
9.8%
25
38
10.3%
24
22
6.0%
positions
MISSING:
---
45
12%
-
-
GK
39
11%
-
-
CB
26
7%
-
-
ST
12
3%
-
-
CDMCM
12
3%
-
-
LB
11
3%
-
-
CMCDM
10
3%
-
-
RB
9
2%
-
-
CAMCM
8
2%
-
-
RMLM
6
2%
-
-
CM
6
2%
-
-
LBCB
6
2%
-
-
CMCAM
5
1%
-
-
STLW
5
1%
-
-
LM
5
1%
-
-
RBLB
5
1%
-
-
CBRB
5
1%
-
-
LBRB
4
1%
-
-
CBCDM
4
1%
-
-
RBCB
4
1%
-
-
STRM
3
<1%
-
-
RM
3
<1%
-
-
RMRW
3
<1%
-
-
STCAM
3
<1%
-
-
STRMLM
3
<1%
-
-
CMCDMCAM
3
<1%
-
-
CDMCB
3
<1%
-
-
STLM
3
<1%
-
-
CBLB
3
<1%
-
-
LBLM
3
<1%
-
-
LWLM
3
<1%
-
-
LMRM
3
<1%
-
-
STRW
2
<1%
-
-
CMCAMCDM
2
<1%
-
-
RWSTRB
2
<1%
-
-
STRMCAM
2
<1%
-
-
LBLWB
2
<1%
-
-
CMRM
2
<1%
-
-
RMST
2
<1%
-
-
RWLWST
2
<1%
-
-
RMCAMST
2
<1%
-
-
CBRBLB
2
<1%
-
-
LMLW
2
<1%
-
-
CMST
2
<1%
-
-
RMCM
2
<1%
-
-
LMRMCM
2
<1%
-
-
CAMLMRM
2
<1%
-
-
CDM
2
<1%
-
-
LMLB
2
<1%
-
-
LBRBCB
2
<1%
-
-
RBCM
2
<1%
-
-
LWRW
2
<1%
-
-
CMCDMCB
1
<1%
-
-
RWRM
1
<1%
-
-
RBLBCB
1
<1%
-
-
LMSTRM
1
<1%
-
-
CAMLMCM
1
<1%
-
-
RMSTRW
1
<1%
-
-
STLWRW
1
<1%
-
-
RWSTLW
1
<1%
-
-
STCAMCF
57
15%
-
-
(Other)
positions1
MISSING:
---
TOP CATEGORIES

Goal Keeper
45
12%
Corner back
39
11%
Striker
26
7%
Central Defensive Mid Fielder,Central Mid Fielder
23
6%
Central Mid Fielder,Central Attacking Mid Fielder
15
4%
Line backer
12
3%
Right Mid Fielder,Left Mid Fielder
11
3%
Running back
10
3%
Running back,Line backer
10
3%
Running back,Corner back
9
2%
Line backer,Corner back
9
2%
Central Defensive Mid Fielder,Corner back
7
2%
Central Mid Fielder
6
2%
Right Mid Fielder,Striker
6
2%
Left Winger,Striker
5
1%
Left Mid Fielder
5
1%
Right Mid Fielder,Central Attacking Mid Fielder,Striker
5
1%
(Other)
125
34%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
positions1
PROVIDES INFORMATION ON...

tpositions1
1.00
position
0.60
position1
0.60
tposition1
0.60
preferred_foot
0.48
tpreferred_foot
0.48
Height
0.47
Weight
0.43
tnation
0.38
Nation
0.38

THESE FEATURES
GIVE INFORMATION
ON positions1:

tpositions1
1.00
Height
0.40
Weight
0.36
position
0.33
position1
0.33
tposition1
0.33
tnation
0.29
Nation
0.28
preferred_foot
0.06
tpreferred_foot
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
positions1
CORRELATION RATIO WITH...

GK_Reflexes
0.99
GK_Diving
0.99
GK_Positioning
0.99
GK_Kicking
0.99
GK_Handling
0.99
stand_tackle
0.95
ball_control
0.95
slide_tackle
0.94
marking
0.93
Interception
0.93
driblling
0.93
att_position
0.92
finishing
0.92
heading
0.91
tpositions1
MISSING:
---
TOP CATEGORIES

గోల్ కీపర్
45
12%
కార్నర్ బ్యాక్
39
11%
స్ట్రైకర్
26
7%
సెంట్రల్ డిఫెన్సివ్ మిడ్ ఫీల్డర్, సెంట్రల్ మిడ్ ఫీల్డర్
23
6%
సెంట్రల్ మిడ్ ఫీల్డర్, సెంట్రల్ అటాకింగ్ మిడ్ ఫీల్డర్
15
4%
లైన్ బ్యాకర్
12
3%
రైట్ మిడ్ ఫీల్డర్, లెఫ్ట్ మిడ్ ఫీల్డర్
11
3%
రన్నింగ్ బ్యాక్
10
3%
రన్నింగ్ బ్యాక్, లైన్ బ్యాకర్
10
3%
లైన్ బ్యాకర్, కార్నర్ బ్యాక్
9
2%
రన్నింగ్ బ్యాక్, కార్నర్ బ్యాక్
9
2%
సెంట్రల్ డిఫెన్సివ్ మిడ్ ఫీల్డర్, కార్నర్ బ్యాక్
7
2%
సెంట్రల్ మిడ్ ఫీల్డర్
6
2%
రైట్ మిడ్ ఫీల్డర్, స్ట్రైకర్
6
2%
రైట్ మిడ్ ఫీల్డర్, లెఫ్ట్ మిడ్ ఫీల్డర్, స్ట్రైకర్
5
1%
రైట్ మిడ్ ఫీల్డర్, సెంట్రల్ అటాకింగ్ మిడ్ ఫీల్డర్, స్ట్రైకర్
5
1%
లైన్ బ్యాకర్, లెఫ్ట్ మిడ్ ఫీల్డర్
5
1%
(Other)
125
34%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
tpositions1
PROVIDES INFORMATION ON...

positions1
1.00
position
0.60
position1
0.60
tposition1
0.60
preferred_foot
0.48
tpreferred_foot
0.48
Height
0.47
Weight
0.43
tnation
0.38
Nation
0.38

THESE FEATURES
GIVE INFORMATION
ON tpositions1:

positions1
1.00
Height
0.40
Weight
0.36
position
0.33
position1
0.33
tposition1
0.33
tnation
0.29
Nation
0.28
preferred_foot
0.06
tpreferred_foot
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
tpositions1
CORRELATION RATIO WITH...

GK_Reflexes
0.99
GK_Diving
0.99
GK_Positioning
0.99
GK_Kicking
0.99
GK_Handling
0.99
stand_tackle
0.95
ball_control
0.95
slide_tackle
0.94
marking
0.93
Interception
0.93
driblling
0.93
att_position
0.92
finishing
0.92
heading
0.91
position
MISSING:
---
TOP CATEGORIES

Sub
192
52%
RCB
17
5%
GK
16
4%
RB
15
4%
LCB
15
4%
LB
15
4%
ST
12
3%
RCM
11
3%
LCM
11
3%
LM
9
2%
RM
9
2%
CAM
7
2%
LW
5
1%
LDM
5
1%
RDM
5
1%
RW
5
1%
LS
4
1%
(Other)
15
4%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
position
PROVIDES INFORMATION ON...

position1
1.00
tposition1
1.00
positions1
0.33
tpositions1
0.33
Height
0.20
Weight
0.19
preferred_foot
0.16
tpreferred_foot
0.16
tnation
0.09
Nation
0.09

THESE FEATURES
GIVE INFORMATION
ON position:

position1
1.00
tposition1
1.00
positions1
0.60
tpositions1
0.60
Height
0.30
Weight
0.28
tnation
0.12
Nation
0.12
preferred_foot
0.04
tpreferred_foot
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
position
CORRELATION RATIO WITH...

stand_tackle
0.67
slide_tackle
0.64
short_pass
0.64
GK_Diving
0.64
GK_Reflexes
0.64
Interception
0.63
GK_Positioning
0.63
ball_control
0.62
marking
0.62
GK_Kicking
0.62
GK_Handling
0.62
heading
0.62
long_pass
0.61
finishing
0.61
position1
MISSING:
---
TOP CATEGORIES

Substitute
192
52%
Right Corner back
17
5%
Goal Keeper
16
4%
Left Corner back
15
4%
Running back
15
4%
Line backer
15
4%
Striker
12
3%
Left Centre Mid Fielder
11
3%
Right Centre Mid Fielder
11
3%
Right Mid Fielder
9
2%
Left Mid Fielder
9
2%
Central Attacking Mid Fielder
7
2%
Left Defensive Mid Fielder
5
1%
Left Winger
5
1%
Right Winger
5
1%
Right Defensive Mid Fielder
5
1%
Long snapper
4
1%
(Other)
15
4%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
position1
PROVIDES INFORMATION ON...

position
1.00
tposition1
1.00
positions1
0.33
tpositions1
0.33
Height
0.20
Weight
0.19
preferred_foot
0.16
tpreferred_foot
0.16
tnation
0.09
Nation
0.09

THESE FEATURES
GIVE INFORMATION
ON position1:

position
1.00
tposition1
1.00
positions1
0.60
tpositions1
0.60
Height
0.30
Weight
0.28
tnation
0.12
Nation
0.12
preferred_foot
0.04
tpreferred_foot
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
position1
CORRELATION RATIO WITH...

stand_tackle
0.67
slide_tackle
0.64
short_pass
0.64
GK_Diving
0.64
GK_Reflexes
0.64
Interception
0.63
GK_Positioning
0.63
ball_control
0.62
marking
0.62
GK_Kicking
0.62
GK_Handling
0.62
heading
0.62
long_pass
0.61
finishing
0.61
tposition1
MISSING:
---
TOP CATEGORIES

సబ్స్టిట్యూట్
192
52%
రైట్ కార్నర్ బ్యాక్
17
5%
గోల్ కీపర్
16
4%
లైన్ బ్యాకర్
15
4%
రన్నింగ్ బ్యాక్
15
4%
లెఫ్ట్ కార్నర్ బ్యాక్
15
4%
స్ట్రైకర్
12
3%
లెఫ్ట్ సెంటర్ మిడ్ ఫీల్డర్
11
3%
రైట్ సెంటర్ మిడ్ ఫీల్డర్
11
3%
రైట్ మిడ్ ఫీల్డర్
9
2%
లెఫ్ట్ మిడ్ ఫీల్డర్
9
2%
సెంట్రల్ అటాకింగ్ మిడ్ ఫీల్డర్
7
2%
లెఫ్ట్ డిఫెన్సివ్ మిడ్ ఫీల్డర్
5
1%
రైట్ డిఫెన్సివ్ మిడ్ ఫీల్డర్
5
1%
రైట్ వింగర్
5
1%
లెఫ్ట్ వింగర్
5
1%
లాంగ్ స్నాపర్
4
1%
(Other)
15
4%
ALL
368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
tposition1
PROVIDES INFORMATION ON...

position
1.00
position1
1.00
positions1
0.33
tpositions1
0.33
Height
0.20
Weight
0.19
preferred_foot
0.16
tpreferred_foot
0.16
tnation
0.09
Nation
0.09

THESE FEATURES
GIVE INFORMATION
ON tposition1:

position
1.00
position1
1.00
positions1
0.60
tpositions1
0.60
Height
0.30
Weight
0.28
tnation
0.12
Nation
0.12
preferred_foot
0.04
tpreferred_foot
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
tposition1
CORRELATION RATIO WITH...

stand_tackle
0.67
slide_tackle
0.64
short_pass
0.64
GK_Diving
0.64
GK_Reflexes
0.64
Interception
0.63
GK_Positioning
0.63
ball_control
0.62
marking
0.62
GK_Kicking
0.62
GK_Handling
0.62
heading
0.62
long_pass
0.61
finishing
0.61
kit_no
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

marking
-0.24
stand_tackle
-0.24
slide_tackle
-0.23
Interception
-0.23
agression
-0.16
strength
-0.15
finishing
0.15
att_position
0.14
reactions
-0.14
volleys
0.12
long_shots
0.11
jumping
-0.09
balance
0.09
shot_power
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

position
0.50
position1
0.50
tposition1
0.50
positions1
0.45
tpositions1
0.45
Height
0.32
Weight
0.23
tnation
0.20
Nation
0.19
preferred_foot
0.04
tpreferred_foot
0.04
MOST FREQUENT VALUES

1
16
4.3%
11
16
4.3%
22
16
4.3%
20
16
4.3%
19
16
4.3%
18
16
4.3%
16
16
4.3%
2
16
4.3%
13
16
4.3%
12
16
4.3%
14
16
4.3%
10
16
4.3%
9
16
4.3%
8
16
4.3%
7
16
4.3%
SMALLEST VALUES

1
16
4.3%
2
16
4.3%
3
15
4.1%
4
16
4.3%
5
16
4.3%
6
16
4.3%
7
16
4.3%
8
16
4.3%
9
16
4.3%
10
16
4.3%
11
16
4.3%
12
16
4.3%
13
16
4.3%
14
16
4.3%
15
15
4.1%
LARGEST VALUES

98
1
0.3%
97
1
0.3%
26
1
0.3%
25
2
0.5%
23
15
4.1%
22
16
4.3%
21
15
4.1%
20
16
4.3%
19
16
4.3%
18
16
4.3%
17
15
4.1%
16
16
4.3%
15
15
4.1%
14
16
4.3%
13
16
4.3%
ball_control
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

short_pass
0.92
driblling
0.91
GK_Diving
-0.89
GK_Reflexes
-0.89
GK_Handling
-0.89
GK_Kicking
-0.89
GK_Positioning
-0.89
sprint_speed
0.83
stamina
0.83
acceleration
0.83
att_position
0.83
long_shots
0.80
crossing
0.80
long_pass
0.79

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.95
tpositions1
0.95
position
0.62
position1
0.62
tposition1
0.62
Weight
0.44
Height
0.43
tnation
0.17
Nation
0.17
preferred_foot
0.03
tpreferred_foot
0.03
MOST FREQUENT VALUES

76
22
6.0%
78
22
6.0%
75
19
5.2%
74
18
4.9%
80
17
4.6%
72
16
4.3%
77
16
4.3%
79
15
4.1%
71
12
3.3%
84
11
3.0%
73
11
3.0%
81
11
3.0%
66
11
3.0%
70
10
2.7%
69
9
2.4%
SMALLEST VALUES

9
1
0.3%
10
1
0.3%
11
2
0.5%
12
6
1.6%
13
5
1.4%
14
1
0.3%
15
2
0.5%
17
3
0.8%
18
5
1.4%
19
1
0.3%
20
4
1.1%
22
3
0.8%
24
2
0.5%
25
2
0.5%
28
1
0.3%
LARGEST VALUES

94
2
0.5%
93
1
0.3%
92
1
0.3%
91
1
0.3%
90
3
0.8%
89
2
0.5%
88
9
2.4%
87
5
1.4%
86
8
2.2%
85
6
1.6%
84
11
3.0%
83
7
1.9%
82
7
1.9%
81
11
3.0%
80
17
4.6%
driblling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

att_position
0.92
ball_control
0.91
long_shots
0.87
finishing
0.87
acceleration
0.84
sprint_speed
0.83
short_pass
0.82
volleys
0.82
crossing
0.81
curve
0.81
penalities
0.80
GK_Diving
-0.80
GK_Positioning
-0.80
GK_Reflexes
-0.80

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.93
tpositions1
0.93
position
0.60
position1
0.60
tposition1
0.60
Weight
0.44
Height
0.43
tnation
0.17
Nation
0.17
preferred_foot
0.06
tpreferred_foot
0.06
MOST FREQUENT VALUES

76
20
5.4%
73
19
5.2%
75
16
4.3%
77
14
3.8%
74
14
3.8%
80
13
3.5%
72
12
3.3%
78
12
3.3%
71
11
3.0%
70
11
3.0%
81
11
3.0%
16
10
2.7%
85
9
2.4%
79
9
2.4%
82
9
2.4%
SMALLEST VALUES

5
1
0.3%
7
1
0.3%
8
3
0.8%
9
2
0.5%
10
4
1.1%
11
4
1.1%
12
1
0.3%
13
4
1.1%
14
5
1.4%
15
2
0.5%
16
10
2.7%
17
3
0.8%
19
3
0.8%
20
1
0.3%
21
1
0.3%
LARGEST VALUES

95
1
0.3%
94
1
0.3%
92
1
0.3%
91
1
0.3%
90
5
1.4%
89
4
1.1%
88
1
0.3%
87
6
1.6%
86
7
1.9%
85
9
2.4%
84
4
1.1%
83
3
0.8%
82
9
2.4%
81
11
3.0%
80
13
3.5%
marking
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

stand_tackle
0.93
slide_tackle
0.93
Interception
0.93
agression
0.78
stamina
0.56
short_pass
0.55
heading
0.53
GK_Reflexes
-0.52
GK_Kicking
-0.52
GK_Positioning
-0.51
GK_Handling
-0.51
GK_Diving
-0.51
long_pass
0.50
strength
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.93
tpositions1
0.93
position
0.62
position1
0.62
tposition1
0.62
Height
0.38
Weight
0.34
tnation
0.21
Nation
0.21
preferred_foot
0.03
tpreferred_foot
0.03
MOST FREQUENT VALUES

77
12
3.3%
12
12
3.3%
76
12
3.3%
72
11
3.0%
80
11
3.0%
73
11
3.0%
22
10
2.7%
74
9
2.4%
75
9
2.4%
79
9
2.4%
78
9
2.4%
63
8
2.2%
81
8
2.2%
70
7
1.9%
65
7
1.9%
SMALLEST VALUES

5
3
0.8%
6
2
0.5%
8
2
0.5%
9
3
0.8%
10
2
0.5%
11
6
1.6%
12
12
3.3%
13
2
0.5%
14
5
1.4%
15
7
1.9%
16
5
1.4%
17
7
1.9%
18
5
1.4%
19
1
0.3%
20
2
0.5%
LARGEST VALUES

94
1
0.3%
91
1
0.3%
90
2
0.5%
89
2
0.5%
87
2
0.5%
86
1
0.3%
85
4
1.1%
84
7
1.9%
83
4
1.1%
82
7
1.9%
81
8
2.2%
80
11
3.0%
79
9
2.4%
78
9
2.4%
77
12
3.3%
stand_tackle
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

slide_tackle
0.97
Interception
0.94
marking
0.93
agression
0.77
short_pass
0.52
stamina
0.51
heading
0.51
GK_Reflexes
-0.50
GK_Kicking
-0.50
GK_Positioning
-0.50
GK_Handling
-0.49
GK_Diving
-0.49
long_pass
0.48
strength
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.95
tpositions1
0.95
position
0.67
position1
0.67
tposition1
0.67
Height
0.36
Weight
0.33
tnation
0.14
Nation
0.14
preferred_foot
0.06
tpreferred_foot
0.06
MOST FREQUENT VALUES

17
15
4.1%
79
14
3.8%
77
14
3.8%
15
13
3.5%
69
9
2.4%
74
9
2.4%
80
9
2.4%
73
9
2.4%
83
8
2.2%
12
8
2.2%
14
8
2.2%
23
8
2.2%
72
7
1.9%
75
7
1.9%
22
7
1.9%
SMALLEST VALUES

10
6
1.6%
11
7
1.9%
12
8
2.2%
13
4
1.1%
14
8
2.2%
15
13
3.5%
16
6
1.6%
17
15
4.1%
18
3
0.8%
20
7
1.9%
21
6
1.6%
22
7
1.9%
23
8
2.2%
24
2
0.5%
25
6
1.6%
LARGEST VALUES

90
3
0.8%
89
3
0.8%
88
1
0.3%
87
1
0.3%
86
1
0.3%
85
5
1.4%
84
6
1.6%
83
8
2.2%
82
4
1.1%
81
5
1.4%
80
9
2.4%
79
14
3.8%
78
5
1.4%
77
14
3.8%
76
4
1.1%
slide_tackle
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

stand_tackle
0.97
Interception
0.96
marking
0.93
agression
0.79
short_pass
0.56
stamina
0.55
GK_Reflexes
-0.52
GK_Kicking
-0.52
long_pass
0.52
heading
0.52
GK_Positioning
-0.52
GK_Handling
-0.52
GK_Diving
-0.51
ball_control
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.94
tpositions1
0.94
position
0.64
position1
0.64
tposition1
0.64
Height
0.36
Weight
0.33
tnation
0.18
Nation
0.17
preferred_foot
0.04
tpreferred_foot
0.04
MOST FREQUENT VALUES

75
15
4.1%
78
15
4.1%
76
14
3.8%
79
14
3.8%
73
12
3.3%
19
12
3.3%
80
12
3.3%
14
10
2.7%
46
9
2.4%
16
9
2.4%
83
9
2.4%
15
8
2.2%
84
8
2.2%
72
7
1.9%
74
7
1.9%
SMALLEST VALUES

9
1
0.3%
10
6
1.6%
11
6
1.6%
12
7
1.9%
13
4
1.1%
14
10
2.7%
15
8
2.2%
16
9
2.4%
17
4
1.1%
18
4
1.1%
19
12
3.3%
20
5
1.4%
21
3
0.8%
22
1
0.3%
23
6
1.6%
LARGEST VALUES

92
2
0.5%
91
1
0.3%
90
1
0.3%
89
1
0.3%
88
3
0.8%
87
5
1.4%
86
2
0.5%
85
3
0.8%
84
8
2.2%
83
9
2.4%
82
5
1.4%
81
7
1.9%
80
12
3.3%
79
14
3.8%
78
15
4.1%
agression
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Interception
0.79
slide_tackle
0.79
marking
0.78
stand_tackle
0.77
stamina
0.64
short_pass
0.63
heading
0.62
GK_Positioning
-0.60
GK_Reflexes
-0.60
GK_Diving
-0.59
GK_Kicking
-0.59
GK_Handling
-0.59
long_pass
0.58
strength
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.88
tpositions1
0.88
position
0.57
position1
0.57
tposition1
0.57
Height
0.39
Weight
0.34
tnation
0.30
Nation
0.29
preferred_foot
0.03
tpreferred_foot
0.03
MOST FREQUENT VALUES

80
13
3.5%
79
11
3.0%
59
11
3.0%
22
11
3.0%
82
10
2.7%
74
10
2.7%
72
10
2.7%
66
9
2.4%
50
8
2.2%
68
8
2.2%
62
8
2.2%
65
8
2.2%
26
8
2.2%
70
8
2.2%
71
8
2.2%
SMALLEST VALUES

15
1
0.3%
16
1
0.3%
17
3
0.8%
18
4
1.1%
19
3
0.8%
20
6
1.6%
22
11
3.0%
23
4
1.1%
24
4
1.1%
25
3
0.8%
26
8
2.2%
27
1
0.3%
28
7
1.9%
29
1
0.3%
31
3
0.8%
LARGEST VALUES

92
1
0.3%
91
2
0.5%
90
2
0.5%
89
2
0.5%
88
2
0.5%
87
2
0.5%
86
4
1.1%
84
6
1.6%
83
1
0.3%
82
10
2.7%
81
2
0.5%
80
13
3.5%
79
11
3.0%
78
7
1.9%
77
6
1.6%
reactions
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

composure
0.45
strength
0.39
penalities
0.38
heading
0.38
stamina
0.37
shot_power
0.35
age
0.34
short_pass
0.34
ball_control
0.33
fk_acc
0.33
long_shots
0.32
agression
0.31
jumping
0.30
long_pass
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

tnation
0.53
Nation
0.53
positions1
0.49
tpositions1
0.49
position
0.43
position1
0.43
tposition1
0.43
Weight
0.37
Height
0.33
preferred_foot
0.05
tpreferred_foot
0.05
MOST FREQUENT VALUES

77
27
7.3%
78
24
6.5%
73
22
6.0%
82
22
6.0%
76
22
6.0%
74
22
6.0%
70
21
5.7%
80
17
4.6%
79
17
4.6%
84
15
4.1%
75
14
3.8%
72
13
3.5%
71
13
3.5%
68
12
3.3%
69
12
3.3%
SMALLEST VALUES

38
1
0.3%
39
1
0.3%
45
1
0.3%
47
1
0.3%
51
1
0.3%
55
2
0.5%
56
2
0.5%
57
1
0.3%
60
7
1.9%
61
4
1.1%
62
5
1.4%
63
3
0.8%
64
4
1.1%
65
9
2.4%
66
4
1.1%
LARGEST VALUES

93
1
0.3%
92
1
0.3%
91
2
0.5%
90
1
0.3%
89
4
1.1%
88
2
0.5%
87
6
1.6%
86
9
2.4%
85
2
0.5%
84
15
4.1%
83
6
1.6%
82
22
6.0%
81
8
2.2%
80
17
4.6%
79
17
4.6%
att_position
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

finishing
0.92
driblling
0.92
long_shots
0.89
volleys
0.87
ball_control
0.83
penalities
0.83
curve
0.80
acceleration
0.77
sprint_speed
0.76
fk_acc
0.74
crossing
0.73
vision
0.72
short_pass
0.71
GK_Handling
-0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.92
tpositions1
0.92
position
0.60
position1
0.60
tposition1
0.60
Weight
0.44
Height
0.39
tnation
0.16
Nation
0.16
preferred_foot
0.04
tpreferred_foot
0.04
MOST FREQUENT VALUES

75
17
4.6%
68
16
4.3%
80
16
4.3%
81
15
4.1%
78
13
3.5%
77
13
3.5%
76
11
3.0%
72
11
3.0%
74
11
3.0%
70
10
2.7%
88
8
2.2%
64
8
2.2%
13
7
1.9%
28
7
1.9%
73
7
1.9%
SMALLEST VALUES

4
2
0.5%
5
1
0.3%
6
3
0.8%
7
5
1.4%
8
3
0.8%
9
3
0.8%
10
5
1.4%
11
2
0.5%
12
2
0.5%
13
7
1.9%
14
3
0.8%
15
1
0.3%
16
3
0.8%
17
2
0.5%
18
5
1.4%
LARGEST VALUES

95
2
0.5%
90
4
1.1%
89
1
0.3%
88
8
2.2%
87
1
0.3%
86
6
1.6%
85
2
0.5%
84
6
1.6%
83
6
1.6%
82
5
1.4%
81
15
4.1%
80
16
4.3%
79
3
0.8%
78
13
3.5%
77
13
3.5%
Interception
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

slide_tackle
0.96
stand_tackle
0.94
marking
0.93
agression
0.79
short_pass
0.56
stamina
0.55
long_pass
0.52
GK_Kicking
-0.51
heading
0.51
GK_Reflexes
-0.51
GK_Positioning
-0.51
GK_Handling
-0.50
GK_Diving
-0.50
ball_control
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.93
tpositions1
0.93
position
0.63
position1
0.63
tposition1
0.63
Weight
0.36
Height
0.35
tnation
0.20
Nation
0.20
preferred_foot
0.05
tpreferred_foot
0.05
MOST FREQUENT VALUES

75
16
4.3%
74
12
3.3%
77
12
3.3%
79
11
3.0%
73
11
3.0%
70
10
2.7%
12
10
2.7%
80
10
2.7%
69
9
2.4%
82
9
2.4%
13
8
2.2%
18
8
2.2%
20
8
2.2%
76
7
1.9%
83
7
1.9%
SMALLEST VALUES

6
1
0.3%
7
1
0.3%
8
2
0.5%
10
2
0.5%
11
7
1.9%
12
10
2.7%
13
8
2.2%
14
6
1.6%
15
2
0.5%
16
6
1.6%
17
4
1.1%
18
8
2.2%
19
6
1.6%
20
8
2.2%
21
6
1.6%
LARGEST VALUES

90
2
0.5%
89
2
0.5%
88
3
0.8%
86
3
0.8%
85
3
0.8%
84
6
1.6%
83
7
1.9%
82
9
2.4%
81
5
1.4%
80
10
2.7%
79
11
3.0%
78
7
1.9%
77
12
3.3%
76
7
1.9%
75
16
4.3%
vision
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

att_position
0.72
long_shots
0.69
finishing
0.68
driblling
0.67
long_pass
0.64
volleys
0.64
curve
0.63
fk_acc
0.62
shot_power
0.59
penalities
0.58
ball_control
0.57
crossing
0.55
short_pass
0.53
composure
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.78
tpositions1
0.78
position
0.57
position1
0.57
tposition1
0.57
Weight
0.42
Height
0.37
tnation
0.19
Nation
0.19
preferred_foot
0.04
tpreferred_foot
0.04
MOST FREQUENT VALUES

78
16
4.3%
69
15
4.1%
68
14
3.8%
74
14
3.8%
76
11
3.0%
70
11
3.0%
77
10
2.7%
65
10
2.7%
50
9
2.4%
60
9
2.4%
64
9
2.4%
45
8
2.2%
61
8
2.2%
44
8
2.2%
75
8
2.2%
SMALLEST VALUES

13
2
0.5%
14
2
0.5%
16
1
0.3%
18
1
0.3%
21
2
0.5%
22
2
0.5%
23
2
0.5%
25
2
0.5%
26
2
0.5%
27
2
0.5%
28
2
0.5%
29
3
0.8%
30
4
1.1%
31
5
1.4%
32
6
1.6%
LARGEST VALUES

92
1
0.3%
91
2
0.5%
90
1
0.3%
89
3
0.8%
88
3
0.8%
87
1
0.3%
86
1
0.3%
85
7
1.9%
84
5
1.4%
83
7
1.9%
82
1
0.3%
81
6
1.6%
80
5
1.4%
79
7
1.9%
78
16
4.3%
composure
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ball_control
0.73
stamina
0.72
driblling
0.71
sprint_speed
0.69
short_pass
0.68
curve
0.68
acceleration
0.67
penalities
0.67
heading
0.64
volleys
0.64
long_shots
0.63
att_position
0.63
GK_Kicking
-0.63
GK_Positioning
-0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.72
tpositions1
0.72
position
0.47
position1
0.47
tposition1
0.47
Weight
0.33
tnation
0.33
Nation
0.33
Height
0.30
preferred_foot
0.02
tpreferred_foot
0.02
MOST FREQUENT VALUES

74
19
5.2%
70
19
5.2%
72
15
4.1%
65
14
3.8%
73
14
3.8%
75
13
3.5%
79
12
3.3%
67
12
3.3%
77
12
3.3%
68
11
3.0%
58
11
3.0%
62
11
3.0%
54
10
2.7%
81
9
2.4%
64
9
2.4%
SMALLEST VALUES

11
1
0.3%
15
1
0.3%
22
2
0.5%
23
2
0.5%
24
1
0.3%
25
2
0.5%
26
1
0.3%
30
1
0.3%
31
5
1.4%
32
1
0.3%
33
2
0.5%
34
2
0.5%
35
2
0.5%
40
1
0.3%
41
3
0.8%
LARGEST VALUES

95
2
0.5%
93
1
0.3%
92
2
0.5%
91
3
0.8%
89
2
0.5%
88
3
0.8%
87
3
0.8%
86
1
0.3%
85
6
1.6%
84
8
2.2%
83
7
1.9%
82
7
1.9%
81
9
2.4%
80
8
2.2%
79
12
3.3%
crossing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

driblling
0.81
ball_control
0.80
short_pass
0.79
acceleration
0.76
sprint_speed
0.75
long_pass
0.74
att_position
0.73
stamina
0.73
GK_Reflexes
-0.73
GK_Handling
-0.73
GK_Diving
-0.72
curve
0.72
GK_Positioning
-0.72
GK_Kicking
-0.72

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.89
tpositions1
0.89
position
0.61
position1
0.61
tposition1
0.61
Weight
0.44
Height
0.41
tnation
0.18
Nation
0.18
preferred_foot
0.17
tpreferred_foot
0.17
MOST FREQUENT VALUES

74
16
4.3%
80
15
4.1%
68
13
3.5%
79
12
3.3%
78
12
3.3%
75
11
3.0%
73
11
3.0%
69
10
2.7%
71
10
2.7%
65
9
2.4%
42
8
2.2%
61
8
2.2%
81
8
2.2%
70
8
2.2%
72
8
2.2%
SMALLEST VALUES

8
1
0.3%
9
1
0.3%
10
2
0.5%
11
4
1.1%
12
6
1.6%
13
4
1.1%
14
4
1.1%
15
5
1.4%
16
4
1.1%
17
2
0.5%
18
6
1.6%
19
1
0.3%
20
1
0.3%
22
1
0.3%
23
1
0.3%
LARGEST VALUES

94
1
0.3%
93
2
0.5%
89
3
0.8%
88
2
0.5%
87
1
0.3%
86
2
0.5%
85
3
0.8%
84
5
1.4%
83
5
1.4%
82
4
1.1%
81
8
2.2%
80
15
4.1%
79
12
3.3%
78
12
3.3%
77
8
2.2%
short_pass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ball_control
0.92
long_pass
0.88
GK_Positioning
-0.85
GK_Reflexes
-0.85
GK_Diving
-0.85
GK_Handling
-0.85
GK_Kicking
-0.85
driblling
0.82
stamina
0.81
crossing
0.79
acceleration
0.73
sprint_speed
0.72
heading
0.71
long_shots
0.71

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.91
tpositions1
0.91
position
0.64
position1
0.64
tposition1
0.64
Weight
0.42
Height
0.40
tnation
0.19
Nation
0.19
preferred_foot
0.05
tpreferred_foot
0.05
MOST FREQUENT VALUES

76
22
6.0%
74
20
5.4%
68
18
4.9%
78
17
4.6%
79
17
4.6%
80
16
4.3%
69
16
4.3%
71
14
3.8%
75
14
3.8%
77
14
3.8%
72
12
3.3%
70
12
3.3%
81
12
3.3%
83
10
2.7%
23
10
2.7%
SMALLEST VALUES

11
1
0.3%
12
1
0.3%
16
1
0.3%
18
1
0.3%
19
1
0.3%
21
3
0.8%
22
1
0.3%
23
10
2.7%
24
6
1.6%
25
3
0.8%
26
2
0.5%
27
1
0.3%
28
5
1.4%
29
1
0.3%
30
2
0.5%
LARGEST VALUES

93
1
0.3%
92
1
0.3%
91
1
0.3%
90
1
0.3%
89
7
1.9%
88
7
1.9%
87
5
1.4%
86
2
0.5%
85
7
1.9%
84
5
1.4%
83
10
2.7%
82
10
2.7%
81
12
3.3%
80
16
4.3%
79
17
4.6%
long_pass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

short_pass
0.88
ball_control
0.79
driblling
0.76
crossing
0.74
stamina
0.71
GK_Handling
-0.71
GK_Reflexes
-0.71
GK_Positioning
-0.71
GK_Kicking
-0.70
GK_Diving
-0.70
long_shots
0.66
curve
0.66
fk_acc
0.65
att_position
0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.86
tpositions1
0.86
position
0.61
position1
0.61
tposition1
0.61
Weight
0.40
Height
0.36
tnation
0.25
Nation
0.25
preferred_foot
0.05
tpreferred_foot
0.05
MOST FREQUENT VALUES

63
16
4.3%
78
16
4.3%
75
15
4.1%
72
14
3.8%
73
13
3.5%
67
13
3.5%
79
12
3.3%
76
12
3.3%
77
12
3.3%
70
11
3.0%
69
11
3.0%
68
10
2.7%
55
10
2.7%
64
9
2.4%
66
8
2.2%
SMALLEST VALUES

16
2
0.5%
17
6
1.6%
18
5
1.4%
19
1
0.3%
20
3
0.8%
21
2
0.5%
22
4
1.1%
23
1
0.3%
24
6
1.6%
25
1
0.3%
26
4
1.1%
27
1
0.3%
28
1
0.3%
29
3
0.8%
30
3
0.8%
LARGEST VALUES

92
1
0.3%
91
1
0.3%
89
1
0.3%
88
1
0.3%
87
2
0.5%
86
1
0.3%
85
6
1.6%
84
5
1.4%
83
2
0.5%
82
7
1.9%
81
5
1.4%
80
8
2.2%
79
12
3.3%
78
16
4.3%
77
12
3.3%
acceleration
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sprint_speed
0.96
driblling
0.84
ball_control
0.83
agility
0.82
att_position
0.77
GK_Positioning
-0.77
GK_Reflexes
-0.77
GK_Kicking
-0.77
GK_Diving
-0.77
GK_Handling
-0.76
stamina
0.76
crossing
0.76
short_pass
0.73
curve
0.71

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.88
tpositions1
0.88
position
0.53
position1
0.53
tposition1
0.53
Height
0.47
Weight
0.45
tnation
0.19
Nation
0.19
preferred_foot
0.08
tpreferred_foot
0.08
MOST FREQUENT VALUES

80
26
7.1%
68
16
4.3%
75
16
4.3%
76
15
4.1%
73
14
3.8%
79
14
3.8%
71
13
3.5%
70
12
3.3%
86
12
3.3%
77
11
3.0%
78
11
3.0%
84
10
2.7%
83
10
2.7%
85
10
2.7%
64
10
2.7%
SMALLEST VALUES

15
2
0.5%
18
3
0.8%
19
1
0.3%
22
2
0.5%
23
1
0.3%
25
3
0.8%
26
1
0.3%
27
1
0.3%
28
2
0.5%
29
2
0.5%
30
2
0.5%
31
3
0.8%
34
1
0.3%
37
3
0.8%
39
2
0.5%
LARGEST VALUES

95
2
0.5%
94
2
0.5%
93
1
0.3%
92
1
0.3%
91
5
1.4%
90
3
0.8%
89
2
0.5%
88
6
1.6%
87
7
1.9%
86
12
3.3%
85
10
2.7%
84
10
2.7%
83
10
2.7%
82
4
1.1%
81
7
1.9%
stamina
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ball_control
0.83
GK_Diving
-0.82
GK_Positioning
-0.81
GK_Reflexes
-0.81
GK_Kicking
-0.81
GK_Handling
-0.81
short_pass
0.81
sprint_speed
0.78
acceleration
0.76
driblling
0.75
crossing
0.73
composure
0.72
heading
0.72
long_pass
0.71

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.89
tpositions1
0.89
position
0.55
position1
0.55
tposition1
0.55
Weight
0.38
Height
0.37
tnation
0.20
Nation
0.20
preferred_foot
0.04
tpreferred_foot
0.04
MOST FREQUENT VALUES

78
21
5.7%
74
19
5.2%
76
18
4.9%
70
17
4.6%
75
17
4.6%
73
17
4.6%
82
16
4.3%
72
13
3.5%
64
13
3.5%
81
11
3.0%
71
10
2.7%
69
10
2.7%
63
9
2.4%
80
9
2.4%
77
9
2.4%
SMALLEST VALUES

16
2
0.5%
17
2
0.5%
21
1
0.3%
22
1
0.3%
24
2
0.5%
25
1
0.3%
26
1
0.3%
28
2
0.5%
29
2
0.5%
30
3
0.8%
31
1
0.3%
32
2
0.5%
34
1
0.3%
35
1
0.3%
37
2
0.5%
LARGEST VALUES

94
2
0.5%
93
1
0.3%
92
2
0.5%
91
5
1.4%
90
2
0.5%
89
1
0.3%
88
5
1.4%
87
5
1.4%
86
5
1.4%
85
6
1.6%
84
8
2.2%
83
8
2.2%
82
16
4.3%
81
11
3.0%
80
9
2.4%
strength
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

heading
0.61
agression
0.55
stamina
0.47
composure
0.46
marking
0.46
jumping
0.44
slide_tackle
0.42
Interception
0.42
stand_tackle
0.40
reactions
0.39
GK_Diving
-0.36
short_pass
0.36
GK_Reflexes
-0.36
GK_Positioning
-0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.71
tpositions1
0.71
position
0.48
position1
0.48
tposition1
0.48
Height
0.48
Weight
0.39
tnation
0.34
Nation
0.34
preferred_foot
0.09
tpreferred_foot
0.09
MOST FREQUENT VALUES

75
21
5.7%
76
16
4.3%
74
16
4.3%
70
13
3.5%
62
12
3.3%
72
12
3.3%
65
11
3.0%
79
11
3.0%
77
11
3.0%
61
10
2.7%
58
10
2.7%
78
10
2.7%
54
10
2.7%
71
9
2.4%
55
9
2.4%
SMALLEST VALUES

23
1
0.3%
26
1
0.3%
28
1
0.3%
29
2
0.5%
30
4
1.1%
31
2
0.5%
32
2
0.5%
33
1
0.3%
35
1
0.3%
36
3
0.8%
37
4
1.1%
39
2
0.5%
40
1
0.3%
42
4
1.1%
43
5
1.4%
LARGEST VALUES

94
3
0.8%
93
1
0.3%
92
1
0.3%
91
2
0.5%
89
1
0.3%
88
2
0.5%
87
4
1.1%
86
6
1.6%
85
8
2.2%
84
4
1.1%
83
5
1.4%
82
2
0.5%
81
1
0.3%
80
1
0.3%
79
11
3.0%
balance
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

acceleration
0.68
agility
0.67
sprint_speed
0.64
driblling
0.63
ball_control
0.62
crossing
0.59
att_position
0.58
GK_Positioning
-0.57
GK_Kicking
-0.57
GK_Handling
-0.57
GK_Reflexes
-0.56
GK_Diving
-0.56
short_pass
0.56
stamina
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.77
tpositions1
0.77
Height
0.65
Weight
0.56
position
0.46
position1
0.46
tposition1
0.46
tnation
0.22
Nation
0.22
preferred_foot
0.07
tpreferred_foot
0.07
MOST FREQUENT VALUES

70
22
6.0%
78
21
5.7%
80
17
4.6%
75
16
4.3%
82
15
4.1%
73
14
3.8%
81
14
3.8%
77
13
3.5%
72
13
3.5%
74
13
3.5%
68
13
3.5%
76
12
3.3%
79
12
3.3%
84
12
3.3%
87
9
2.4%
SMALLEST VALUES

32
1
0.3%
34
1
0.3%
40
1
0.3%
41
1
0.3%
42
2
0.5%
43
1
0.3%
44
7
1.9%
46
6
1.6%
47
1
0.3%
48
3
0.8%
50
4
1.1%
51
4
1.1%
52
2
0.5%
53
1
0.3%
54
5
1.4%
LARGEST VALUES

98
1
0.3%
95
2
0.5%
94
5
1.4%
93
3
0.8%
92
2
0.5%
91
2
0.5%
90
6
1.6%
89
5
1.4%
88
4
1.1%
87
9
2.4%
86
7
1.9%
85
9
2.4%
84
12
3.3%
83
8
2.2%
82
15
4.1%
sprint_speed
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

acceleration
0.96
ball_control
0.83
driblling
0.83
agility
0.79
GK_Positioning
-0.79
GK_Reflexes
-0.79
GK_Diving
-0.79
GK_Handling
-0.79
GK_Kicking
-0.79
stamina
0.78
att_position
0.76
crossing
0.75
short_pass
0.72
penalities
0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.89
tpositions1
0.89
position
0.50
position1
0.50
tposition1
0.50
Height
0.44
Weight
0.44
tnation
0.17
Nation
0.17
preferred_foot
0.06
tpreferred_foot
0.06
MOST FREQUENT VALUES

68
19
5.2%
79
19
5.2%
75
18
4.9%
80
15
4.1%
73
15
4.1%
74
15
4.1%
77
15
4.1%
76
14
3.8%
78
14
3.8%
82
13
3.5%
70
12
3.3%
72
11
3.0%
83
11
3.0%
69
10
2.7%
65
9
2.4%
SMALLEST VALUES

16
1
0.3%
18
1
0.3%
19
1
0.3%
20
1
0.3%
21
1
0.3%
22
2
0.5%
23
2
0.5%
24
2
0.5%
26
1
0.3%
27
1
0.3%
28
3
0.8%
29
1
0.3%
30
1
0.3%
31
2
0.5%
32
1
0.3%
LARGEST VALUES

95
2
0.5%
94
1
0.3%
93
1
0.3%
92
3
0.8%
91
2
0.5%
90
6
1.6%
89
3
0.8%
88
3
0.8%
87
5
1.4%
86
6
1.6%
85
7
1.9%
84
8
2.2%
83
11
3.0%
82
13
3.5%
81
8
2.2%
agility
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

acceleration
0.82
sprint_speed
0.79
driblling
0.74
ball_control
0.71
att_position
0.70
crossing
0.69
curve
0.68
balance
0.67
penalities
0.63
stamina
0.63
long_shots
0.63
volleys
0.63
short_pass
0.62
finishing
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.78
tpositions1
0.78
position
0.53
position1
0.53
tposition1
0.53
Weight
0.47
Height
0.47
tnation
0.19
Nation
0.19
preferred_foot
0.08
tpreferred_foot
0.08
MOST FREQUENT VALUES

75
17
4.6%
70
16
4.3%
60
16
4.3%
73
15
4.1%
67
14
3.8%
72
13
3.5%
68
12
3.3%
76
11
3.0%
80
10
2.7%
58
10
2.7%
78
10
2.7%
64
10
2.7%
66
9
2.4%
69
9
2.4%
71
9
2.4%
SMALLEST VALUES

21
1
0.3%
22
1
0.3%
24
2
0.5%
25
1
0.3%
28
1
0.3%
29
1
0.3%
31
1
0.3%
32
1
0.3%
35
2
0.5%
36
3
0.8%
37
2
0.5%
38
2
0.5%
39
4
1.1%
40
2
0.5%
41
2
0.5%
LARGEST VALUES

93
2
0.5%
92
2
0.5%
90
3
0.8%
89
1
0.3%
88
6
1.6%
87
2
0.5%
86
8
2.2%
85
3
0.8%
84
4
1.1%
83
4
1.1%
82
6
1.6%
81
4
1.1%
80
10
2.7%
79
8
2.2%
78
10
2.7%
jumping
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

strength
0.44
heading
0.38
agression
0.36
composure
0.31
reactions
0.30
Interception
0.27
stamina
0.26
marking
0.26
slide_tackle
0.25
stand_tackle
0.24
sprint_speed
0.14
GK_Reflexes
-0.14
GK_Positioning
-0.13
age
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.60
tpositions1
0.60
Height
0.39
Weight
0.39
position
0.37
position1
0.37
tposition1
0.37
tnation
0.25
Nation
0.24
preferred_foot
0.12
tpreferred_foot
0.12
MOST FREQUENT VALUES

73
18
4.9%
68
18
4.9%
64
18
4.9%
58
17
4.6%
71
17
4.6%
69
17
4.6%
74
15
4.1%
72
15
4.1%
60
15
4.1%
62
14
3.8%
66
13
3.5%
61
13
3.5%
76
11
3.0%
65
11
3.0%
63
11
3.0%
SMALLEST VALUES

34
1
0.3%
42
1
0.3%
44
2
0.5%
45
1
0.3%
46
1
0.3%
47
5
1.4%
48
4
1.1%
49
2
0.5%
50
3
0.8%
51
1
0.3%
52
3
0.8%
53
6
1.6%
54
8
2.2%
55
7
1.9%
56
6
1.6%
LARGEST VALUES

94
1
0.3%
92
1
0.3%
90
1
0.3%
87
4
1.1%
86
4
1.1%
85
2
0.5%
84
4
1.1%
83
3
0.8%
82
2
0.5%
81
2
0.5%
80
6
1.6%
79
9
2.4%
78
7
1.9%
77
7
1.9%
76
11
3.0%
heading
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GK_Reflexes
-0.79
GK_Kicking
-0.78
GK_Diving
-0.78
GK_Positioning
-0.78
GK_Handling
-0.78
ball_control
0.74
stamina
0.72
short_pass
0.71
composure
0.64
penalities
0.62
sprint_speed
0.62
agression
0.62
strength
0.61
driblling
0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.91
tpositions1
0.91
position
0.62
position1
0.62
tposition1
0.62
Weight
0.33
Height
0.30
tnation
0.20
Nation
0.20
preferred_foot
0.04
tpreferred_foot
0.04
MOST FREQUENT VALUES

75
15
4.1%
71
13
3.5%
69
13
3.5%
68
13
3.5%
73
12
3.3%
76
11
3.0%
74
11
3.0%
72
11
3.0%
60
11
3.0%
67
10
2.7%
78
10
2.7%
64
10
2.7%
70
9
2.4%
14
9
2.4%
66
8
2.2%
SMALLEST VALUES

8
1
0.3%
9
1
0.3%
10
1
0.3%
11
4
1.1%
12
5
1.4%
13
5
1.4%
14
9
2.4%
15
4
1.1%
16
5
1.4%
17
2
0.5%
18
1
0.3%
19
1
0.3%
20
2
0.5%
21
1
0.3%
23
2
0.5%
LARGEST VALUES

94
1
0.3%
92
1
0.3%
91
3
0.8%
90
1
0.3%
89
2
0.5%
88
2
0.5%
87
1
0.3%
86
2
0.5%
85
3
0.8%
84
5
1.4%
83
5
1.4%
82
1
0.3%
81
5
1.4%
80
7
1.9%
79
8
2.2%
shot_power
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

long_shots
0.77
volleys
0.76
finishing
0.72
penalities
0.66
att_position
0.65
curve
0.59
vision
0.59
fk_acc
0.57
driblling
0.54
ball_control
0.43
composure
0.43
agility
0.37
reactions
0.35
long_pass
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.73
tpositions1
0.73
position
0.50
position1
0.50
tposition1
0.50
Height
0.29
tnation
0.29
Nation
0.28
Weight
0.28
preferred_foot
0.07
tpreferred_foot
0.07
MOST FREQUENT VALUES

70
19
5.2%
74
17
4.6%
78
15
4.1%
75
14
3.8%
69
13
3.5%
72
10
2.7%
71
10
2.7%
54
10
2.7%
73
10
2.7%
76
9
2.4%
64
9
2.4%
59
9
2.4%
56
9
2.4%
53
8
2.2%
68
8
2.2%
SMALLEST VALUES

21
1
0.3%
24
1
0.3%
27
1
0.3%
31
1
0.3%
34
2
0.5%
35
7
1.9%
36
2
0.5%
37
4
1.1%
38
1
0.3%
39
1
0.3%
40
6
1.6%
41
4
1.1%
42
2
0.5%
43
1
0.3%
44
3
0.8%
LARGEST VALUES

92
2
0.5%
91
1
0.3%
90
1
0.3%
89
3
0.8%
88
3
0.8%
87
3
0.8%
86
3
0.8%
85
3
0.8%
84
4
1.1%
83
5
1.4%
82
3
0.8%
81
8
2.2%
80
3
0.8%
79
8
2.2%
78
15
4.1%
finishing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

att_position
0.92
long_shots
0.92
volleys
0.88
driblling
0.87
penalities
0.83
ball_control
0.77
curve
0.75
fk_acc
0.74
shot_power
0.72
acceleration
0.68
vision
0.68
sprint_speed
0.67
short_pass
0.65
GK_Handling
-0.64

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.92
tpositions1
0.92
position
0.61
position1
0.61
tposition1
0.61
Weight
0.41
Height
0.39
tnation
0.16
Nation
0.16
preferred_foot
0.00
tpreferred_foot
0.00
MOST FREQUENT VALUES

78
14
3.8%
82
13
3.5%
72
12
3.3%
74
11
3.0%
73
11
3.0%
77
10
2.7%
75
10
2.7%
79
9
2.4%
25
9
2.4%
69
8
2.2%
65
8
2.2%
80
8
2.2%
70
8
2.2%
68
8
2.2%
85
8
2.2%
SMALLEST VALUES

5
1
0.3%
6
1
0.3%
7
3
0.8%
8
7
1.9%
9
3
0.8%
10
4
1.1%
11
4
1.1%
12
3
0.8%
13
5
1.4%
14
4
1.1%
15
5
1.4%
16
1
0.3%
17
2
0.5%
18
5
1.4%
19
2
0.5%
LARGEST VALUES

95
1
0.3%
94
2
0.5%
93
1
0.3%
91
1
0.3%
90
3
0.8%
89
1
0.3%
88
1
0.3%
87
2
0.5%
86
5
1.4%
85
8
2.2%
84
4
1.1%
83
6
1.6%
82
13
3.5%
81
6
1.6%
80
8
2.2%
long_shots
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

finishing
0.92
att_position
0.89
volleys
0.87
driblling
0.87
penalities
0.85
ball_control
0.80
curve
0.80
fk_acc
0.79
shot_power
0.77
short_pass
0.71
vision
0.69
acceleration
0.68
sprint_speed
0.67
GK_Handling
-0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.89
tpositions1
0.89
position
0.58
position1
0.58
tposition1
0.58
Weight
0.39
Height
0.37
tnation
0.16
Nation
0.16
preferred_foot
0.00
tpreferred_foot
0.00
MOST FREQUENT VALUES

75
15
4.1%
67
13
3.5%
68
13
3.5%
79
12
3.3%
70
12
3.3%
78
11
3.0%
71
11
3.0%
72
11
3.0%
65
10
2.7%
74
10
2.7%
77
10
2.7%
76
8
2.2%
73
8
2.2%
69
8
2.2%
60
8
2.2%
SMALLEST VALUES

5
1
0.3%
6
4
1.1%
7
3
0.8%
8
3
0.8%
9
7
1.9%
10
1
0.3%
12
4
1.1%
14
3
0.8%
15
3
0.8%
16
3
0.8%
17
6
1.6%
18
3
0.8%
19
3
0.8%
20
5
1.4%
21
1
0.3%
LARGEST VALUES

92
1
0.3%
91
1
0.3%
90
2
0.5%
89
2
0.5%
88
3
0.8%
87
4
1.1%
86
2
0.5%
85
2
0.5%
84
4
1.1%
83
2
0.5%
82
2
0.5%
81
2
0.5%
80
5
1.4%
79
12
3.3%
78
11
3.0%
curve
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

fk_acc
0.83
volleys
0.82
driblling
0.81
att_position
0.80
long_shots
0.80
penalities
0.79
finishing
0.75
ball_control
0.75
crossing
0.72
acceleration
0.71
sprint_speed
0.69
agility
0.68
composure
0.68
short_pass
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.81
tpositions1
0.81
position
0.54
position1
0.54
tposition1
0.54
Weight
0.40
Height
0.36
tnation
0.21
Nation
0.21
preferred_foot
0.08
tpreferred_foot
0.08
MOST FREQUENT VALUES

64
12
3.3%
70
11
3.0%
60
11
3.0%
74
10
2.7%
76
10
2.7%
78
10
2.7%
68
9
2.4%
69
8
2.2%
13
8
2.2%
14
8
2.2%
65
8
2.2%
59
8
2.2%
45
7
1.9%
31
7
1.9%
30
7
1.9%
SMALLEST VALUES

10
2
0.5%
11
6
1.6%
12
6
1.6%
13
8
2.2%
14
8
2.2%
15
6
1.6%
16
1
0.3%
17
2
0.5%
18
1
0.3%
19
3
0.8%
20
1
0.3%
21
2
0.5%
22
2
0.5%
23
2
0.5%
24
4
1.1%
LARGEST VALUES

93
2
0.5%
90
1
0.3%
88
1
0.3%
87
1
0.3%
86
2
0.5%
85
1
0.3%
84
3
0.8%
83
4
1.1%
82
3
0.8%
81
4
1.1%
80
5
1.4%
79
2
0.5%
78
10
2.7%
77
5
1.4%
76
10
2.7%
fk_acc
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

curve
0.83
penalities
0.83
long_shots
0.79
driblling
0.75
volleys
0.75
att_position
0.74
ball_control
0.74
finishing
0.74
short_pass
0.69
crossing
0.68
long_pass
0.65
GK_Handling
-0.64
GK_Kicking
-0.64
GK_Positioning
-0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.80
tpositions1
0.80
position
0.55
position1
0.55
tposition1
0.55
Weight
0.40
Height
0.36
tnation
0.21
Nation
0.21
preferred_foot
0.08
tpreferred_foot
0.08
MOST FREQUENT VALUES

78
11
3.0%
58
11
3.0%
55
10
2.7%
60
10
2.7%
45
10
2.7%
44
9
2.4%
48
9
2.4%
35
9
2.4%
65
9
2.4%
52
9
2.4%
40
8
2.2%
63
8
2.2%
50
8
2.2%
12
8
2.2%
57
7
1.9%
SMALLEST VALUES

10
4
1.1%
11
2
0.5%
12
8
2.2%
13
6
1.6%
14
5
1.4%
15
7
1.9%
16
2
0.5%
17
3
0.8%
18
1
0.3%
21
2
0.5%
22
2
0.5%
23
3
0.8%
24
1
0.3%
25
2
0.5%
26
4
1.1%
LARGEST VALUES

94
1
0.3%
88
2
0.5%
87
1
0.3%
86
2
0.5%
85
1
0.3%
84
1
0.3%
82
2
0.5%
81
1
0.3%
80
3
0.8%
79
3
0.8%
78
11
3.0%
77
3
0.8%
76
3
0.8%
75
4
1.1%
74
7
1.9%
penalities
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

long_shots
0.85
volleys
0.85
fk_acc
0.83
finishing
0.83
att_position
0.83
driblling
0.80
ball_control
0.79
curve
0.79
acceleration
0.70
sprint_speed
0.70
short_pass
0.69
stamina
0.69
GK_Handling
-0.68
GK_Kicking
-0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.86
tpositions1
0.86
position
0.56
position1
0.56
tposition1
0.56
Weight
0.36
Height
0.33
tnation
0.23
Nation
0.23
preferred_foot
0.00
tpreferred_foot
0.00
MOST FREQUENT VALUES

59
13
3.5%
66
11
3.0%
70
11
3.0%
55
11
3.0%
72
11
3.0%
64
11
3.0%
48
10
2.7%
76
10
2.7%
54
10
2.7%
71
10
2.7%
73
9
2.4%
65
9
2.4%
50
9
2.4%
75
9
2.4%
67
8
2.2%
SMALLEST VALUES

10
2
0.5%
11
1
0.3%
12
2
0.5%
13
1
0.3%
14
3
0.8%
15
3
0.8%
16
1
0.3%
17
6
1.6%
18
3
0.8%
19
1
0.3%
20
1
0.3%
21
1
0.3%
22
2
0.5%
23
1
0.3%
24
1
0.3%
LARGEST VALUES

93
1
0.3%
91
1
0.3%
89
1
0.3%
88
2
0.5%
87
2
0.5%
86
3
0.8%
85
4
1.1%
83
1
0.3%
82
3
0.8%
81
1
0.3%
80
3
0.8%
79
6
1.6%
78
7
1.9%
77
5
1.4%
76
10
2.7%
volleys
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

finishing
0.88
long_shots
0.87
att_position
0.87
penalities
0.85
curve
0.82
driblling
0.82
shot_power
0.76
fk_acc
0.75
ball_control
0.72
acceleration
0.68
sprint_speed
0.66
composure
0.64
vision
0.64
agility
0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.89
tpositions1
0.89
position
0.58
position1
0.58
tposition1
0.58
Weight
0.37
Height
0.33
tnation
0.21
Nation
0.21
preferred_foot
0.02
tpreferred_foot
0.02
MOST FREQUENT VALUES

18
15
4.1%
75
11
3.0%
68
11
3.0%
66
10
2.7%
64
9
2.4%
70
9
2.4%
20
8
2.2%
6
8
2.2%
69
8
2.2%
67
8
2.2%
28
7
1.9%
62
7
1.9%
48
7
1.9%
44
7
1.9%
74
7
1.9%
SMALLEST VALUES

5
1
0.3%
6
8
2.2%
7
4
1.1%
8
3
0.8%
9
2
0.5%
10
1
0.3%
11
3
0.8%
12
5
1.4%
13
1
0.3%
14
4
1.1%
15
3
0.8%
16
3
0.8%
17
2
0.5%
18
15
4.1%
19
2
0.5%
LARGEST VALUES

90
1
0.3%
89
1
0.3%
88
2
0.5%
87
1
0.3%
86
1
0.3%
85
2
0.5%
83
1
0.3%
82
3
0.8%
81
3
0.8%
80
3
0.8%
79
3
0.8%
78
4
1.1%
77
3
0.8%
76
3
0.8%
75
11
3.0%
GK_Positioning
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GK_Diving
0.98
GK_Reflexes
0.98
GK_Kicking
0.98
GK_Handling
0.98
ball_control
-0.89
short_pass
-0.85
stamina
-0.81
driblling
-0.80
sprint_speed
-0.79
heading
-0.78
acceleration
-0.77
crossing
-0.72
long_pass
-0.71
att_position
-0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.99
tpositions1
0.99
position
0.63
position1
0.63
tposition1
0.63
Height
0.47
Weight
0.45
tnation
0.08
Nation
0.08
preferred_foot
0.07
tpreferred_foot
0.07
MOST FREQUENT VALUES

14
42
11.4%
9
34
9.2%
12
34
9.2%
13
34
9.2%
8
31
8.4%
15
28
7.6%
7
28
7.6%
10
22
6.0%
11
22
6.0%
16
17
4.6%
6
11
3.0%
17
10
2.7%
5
10
2.7%
73
6
1.6%
75
6
1.6%
SMALLEST VALUES

5
10
2.7%
6
11
3.0%
7
28
7.6%
8
31
8.4%
9
34
9.2%
10
22
6.0%
11
22
6.0%
12
34
9.2%
13
34
9.2%
14
42
11.4%
15
28
7.6%
16
17
4.6%
17
10
2.7%
62
1
0.3%
66
1
0.3%
LARGEST VALUES

89
1
0.3%
87
1
0.3%
85
1
0.3%
84
1
0.3%
83
1
0.3%
81
1
0.3%
80
2
0.5%
79
3
0.8%
78
3
0.8%
77
3
0.8%
76
1
0.3%
75
6
1.6%
74
3
0.8%
73
6
1.6%
72
2
0.5%
GK_Diving
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GK_Reflexes
0.98
GK_Positioning
0.98
GK_Handling
0.98
GK_Kicking
0.98
ball_control
-0.89
short_pass
-0.85
stamina
-0.82
driblling
-0.80
sprint_speed
-0.79
heading
-0.78
acceleration
-0.77
crossing
-0.72
long_pass
-0.70
att_position
-0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.99
tpositions1
0.99
position
0.64
position1
0.64
tposition1
0.64
Height
0.47
Weight
0.46
preferred_foot
0.07
tpreferred_foot
0.07
tnation
0.07
Nation
0.07
MOST FREQUENT VALUES

13
44
12.0%
15
33
9.0%
14
32
8.7%
12
32
8.7%
11
31
8.4%
8
30
8.2%
10
28
7.6%
9
27
7.3%
7
25
6.8%
16
17
4.6%
6
11
3.0%
17
9
2.4%
80
5
1.4%
82
4
1.1%
68
4
1.1%
SMALLEST VALUES

5
4
1.1%
6
11
3.0%
7
25
6.8%
8
30
8.2%
9
27
7.3%
10
28
7.6%
11
31
8.4%
12
32
8.7%
13
44
12.0%
14
32
8.7%
15
33
9.0%
16
17
4.6%
17
9
2.4%
67
1
0.3%
68
4
1.1%
LARGEST VALUES

88
1
0.3%
87
2
0.5%
86
1
0.3%
85
1
0.3%
83
2
0.5%
82
4
1.1%
81
1
0.3%
80
5
1.4%
79
2
0.5%
78
2
0.5%
77
2
0.5%
76
3
0.8%
75
1
0.3%
74
2
0.5%
73
1
0.3%
GK_Handling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GK_Kicking
0.98
GK_Reflexes
0.98
GK_Diving
0.98
GK_Positioning
0.98
ball_control
-0.89
short_pass
-0.85
stamina
-0.81
driblling
-0.80
sprint_speed
-0.79
heading
-0.78
acceleration
-0.76
crossing
-0.73
long_pass
-0.71
att_position
-0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.99
tpositions1
0.99
position
0.62
position1
0.62
tposition1
0.62
Height
0.46
Weight
0.46
tnation
0.07
Nation
0.06
preferred_foot
0.05
tpreferred_foot
0.05
MOST FREQUENT VALUES

11
36
9.8%
13
35
9.5%
8
34
9.2%
10
32
8.7%
14
30
8.2%
16
28
7.6%
15
28
7.6%
9
24
6.5%
7
22
6.0%
12
21
5.7%
6
16
4.3%
17
14
3.8%
66
4
1.1%
76
4
1.1%
74
4
1.1%
SMALLEST VALUES

5
3
0.8%
6
16
4.3%
7
22
6.0%
8
34
9.2%
9
24
6.5%
10
32
8.7%
11
36
9.8%
12
21
5.7%
13
35
9.5%
14
30
8.2%
15
28
7.6%
16
28
7.6%
17
14
3.8%
60
1
0.3%
65
2
0.5%
LARGEST VALUES

90
1
0.3%
89
1
0.3%
85
1
0.3%
82
1
0.3%
81
2
0.5%
80
4
1.1%
79
1
0.3%
78
3
0.8%
77
3
0.8%
76
4
1.1%
75
2
0.5%
74
4
1.1%
73
3
0.8%
72
3
0.8%
71
2
0.5%
GK_Kicking
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GK_Reflexes
0.98
GK_Handling
0.98
GK_Positioning
0.98
GK_Diving
0.98
ball_control
-0.89
short_pass
-0.85
stamina
-0.81
driblling
-0.79
sprint_speed
-0.79
heading
-0.78
acceleration
-0.77
crossing
-0.72
long_pass
-0.70
att_position
-0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.99
tpositions1
0.99
position
0.62
position1
0.62
tposition1
0.62
Weight
0.45
Height
0.45
tnation
0.07
Nation
0.06
preferred_foot
0.04
tpreferred_foot
0.04
MOST FREQUENT VALUES

12
37
10.1%
13
34
9.2%
15
32
8.7%
14
30
8.2%
16
29
7.9%
8
28
7.6%
7
27
7.3%
10
27
7.3%
9
26
7.1%
11
23
6.2%
17
12
3.3%
6
9
2.4%
5
9
2.4%
78
5
1.4%
76
5
1.4%
SMALLEST VALUES

5
9
2.4%
6
9
2.4%
7
27
7.3%
8
28
7.6%
9
26
7.1%
10
27
7.3%
11
23
6.2%
12
37
10.1%
13
34
9.2%
14
30
8.2%
15
32
8.7%
16
29
7.9%
17
12
3.3%
62
1
0.3%
64
2
0.5%
LARGEST VALUES

92
1
0.3%
85
1
0.3%
82
1
0.3%
81
2
0.5%
80
1
0.3%
79
2
0.5%
78
5
1.4%
76
5
1.4%
75
3
0.8%
74
3
0.8%
73
2
0.5%
72
4
1.1%
71
2
0.5%
70
2
0.5%
69
4
1.1%
GK_Reflexes
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GK_Diving
0.98
GK_Positioning
0.98
GK_Kicking
0.98
GK_Handling
0.98
ball_control
-0.89
short_pass
-0.85
stamina
-0.81
driblling
-0.80
sprint_speed
-0.79
heading
-0.79
acceleration
-0.77
crossing
-0.73
long_pass
-0.71
att_position
-0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.99
tpositions1
0.99
position
0.64
position1
0.64
tposition1
0.64
Height
0.46
Weight
0.46
tnation
0.07
Nation
0.07
preferred_foot
0.06
tpreferred_foot
0.06
MOST FREQUENT VALUES

13
36
9.8%
8
35
9.5%
11
35
9.5%
14
34
9.2%
9
31
8.4%
12
27
7.3%
10
26
7.1%
16
25
6.8%
7
20
5.4%
15
20
5.4%
17
15
4.1%
6
13
3.5%
76
6
1.6%
5
6
1.6%
79
5
1.4%
SMALLEST VALUES

5
6
1.6%
6
13
3.5%
7
20
5.4%
8
35
9.5%
9
31
8.4%
10
26
7.1%
11
35
9.5%
12
27
7.3%
13
36
9.8%
14
34
9.2%
15
20
5.4%
16
25
6.8%
17
15
4.1%
69
2
0.5%
70
1
0.3%
LARGEST VALUES

90
1
0.3%
89
2
0.5%
86
3
0.8%
83
2
0.5%
82
3
0.8%
81
4
1.1%
80
2
0.5%
79
5
1.4%
78
3
0.8%
77
3
0.8%
76
6
1.6%
74
1
0.3%
73
3
0.8%
72
2
0.5%
71
2
0.5%
sid
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

age
-0.09
penalities
-0.09
reactions
-0.08
att_position
-0.07
agression
-0.07
sprint_speed
-0.07
balance
0.07
stamina
-0.07
composure
-0.06
curve
-0.05
crossing
-0.05
Interception
-0.04
strength
-0.04
GK_Diving
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

positions1
0.49
tpositions1
0.49
Weight
0.30
tnation
0.28
Nation
0.27
Height
0.24
position
0.21
position1
0.21
tposition1
0.21
preferred_foot
0.07
tpreferred_foot
0.07
MOST FREQUENT VALUES

1
1
0.3%
243
1
0.3%
252
1
0.3%
251
1
0.3%
250
1
0.3%
249
1
0.3%
248
1
0.3%
247
1
0.3%
246
1
0.3%
245
1
0.3%
244
1
0.3%
242
1
0.3%
2
1
0.3%
241
1
0.3%
240
1
0.3%
SMALLEST VALUES

1
1
0.3%
2
1
0.3%
3
1
0.3%
4
1
0.3%
5
1
0.3%
6
1
0.3%
7
1
0.3%
8
1
0.3%
9
1
0.3%
10
1
0.3%
11
1
0.3%
12
1
0.3%
13
1
0.3%
14
1
0.3%
15
1
0.3%
LARGEST VALUES

368
1
0.3%
367
1
0.3%
366
1
0.3%
365
1
0.3%
364
1
0.3%
363
1
0.3%
362
1
0.3%
361
1
0.3%
360
1
0.3%
359
1
0.3%
358
1
0.3%
357
1
0.3%
356
1
0.3%
355
1
0.3%
354
1
0.3%
url
MISSING:
---
108
29%
-
-
1
2
<1%
-
-
File:Tierna Davidson & Nikita Parris 2019 SheBelieves Cup.jpg
2
<1%
-
-
File:Emily Sonnett & Stina Blackstenius.jpg
2
<1%
-
-
File:Tobin Heath (49386860073).jpg
2
<1%
-
-
File:Emily Gielnik 20190915.jpg
2
<1%
-
-
File:Christie Murray and Lizzie Arnot.jpg
2
<1%
-
-
File:Crystal Dunn, Yao Wei and Lin Yuping.jpg
1
<1%
-
-
File:Maegan Kelly.jpg
1
<1%
-
-
File:Han Peng.JPG
1
<1%
-
-
File:Christen Press.jpg
1
<1%
-
-
File:CeciliaSantiago (40633868222) (cropped).jpg
1
<1%
-
-
File:ToniDuggan.jpg
1
<1%
-
-
File:Danique Kerkdijk in Nov. 2018 (cropped).jpg
1
<1%
-
-
File:Chloe Kelly Arsenal Ladies Vs Watford (19781588720).jpg
1
<1%
-
-
File:Lena Oberdorf 20190525.jpg
1
<1%
-
-
File:Alexandra Popp 2011.jpg
1
<1%
-
-
File:Sandra Paños 20190421.jpg
1
<1%
-
-
File:Heidi-Ruud-Ellingsen.jpg
1
<1%
-
-
File:Rebekah Stott 071517.jpg
1
<1%
-
-
File:Wendie Renard in 2011.JPG
1
<1%
-
-
File:Jessica McDonald (20432381884) (cropped).jpg
1
<1%
-
-
File:VirginiaTorrecilla.png
1
<1%
-
-
File:Tameka Yallop (2019 Women's World Cup).jpg
1
<1%
-
-
File:Rose Lavelle (47953612228).jpg
1
<1%
-
-
File:Kadidiatou Diani (2).jpg
1
<1%
-
-
File:Melanie Leupolz 2013 2.jpg
1
<1%
-
-
File:Abby Dahlkemper on Nov. 7, 2019.jpg
1
<1%
-
-
File:Jordan Nobbs.jpg
1
<1%
-
-
File:Griedge Mbock Bathy Nka.jpg
1
<1%
-
-
File:BHA Women 0 Man Utd Women 2 WFAC 4th rd 03 02 2019-387 (46934118902) (cropped).jpg
1
<1%
-
-
File:Nathalie Björn 20181101.jpg
1
<1%
-
-
File:Katrina Gorry P2080904.jpg
1
<1%
-
-
File:Lana Clelland.jpg
1
<1%
-
-
File:Sophie Schmidt 2017.jpg
1
<1%
-
-
File:Elise Kellond-Knight.jpg
1
<1%
-
-
File:Victoria Pelova and a fan.jpg
1
<1%
-
-
File:05 Fischer Nilla 130406 Sve-Isl 2-0 173612 0341.jpg
1
<1%
-
-
File:Stephany Mayor.jpg
1
<1%
-
-
File:Nichelle Prince.jpg
1
<1%
-
-
File:Irene Paredes.JPG
1
<1%
-
-
File:Song Duan inkstone.JPG
1
<1%
-
-
File:Lina Magull BL FCB gg. SC Freiburg Muenchen-4.jpg
1
<1%
-
-
File:Aya Sameshima in 2011.JPG
1
<1%
-
-
File:Aitana Bonmatí 20190421.jpg
1
<1%
-
-
File:Teigan Allen.jpg
1
<1%
-
-
File:Shannon Lynn (17618776463).jpg
1
<1%
-
-
File:Wang Shuang - Rio 2016.jpg
1
<1%
-
-
File:Adrianna Franch 2016-09-04 (29176813590) (cropped).jpg
1
<1%
-
-
File:Ashlyn Harris 2012 1.jpg
1
<1%
-
-
File:Jane Ross.jpg|Jane_Ross
1
<1%
-
-
File:Lina Hurtig (cropped).jpg
1
<1%
-
-
File:Zecira Musovic.jpg
1
<1%
-
-
File:Katie Bowen 2014 (cropped).jpg
1
<1%
-
-
File:Grace Geyoro bei PK 2017.JPG
1
<1%
-
-
File:Casey Short on Nov. 7, 2019.jpg
1
<1%
-
-
File:Becky Sauerbrunn Warmup.jpg
1
<1%
-
-
File:Wu Haiyan in 2018.jpg
1
<1%
-
-
File:Anouk-dekker-1376520048.jpg|Anouk-dekker-1376520048
1
<1%
-
-
File:Marina Hegering.jpg
1
<1%
-
-
File:PatriGuijarro2018.jpg
195
53%
-
-
(Other)